{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[数据集下载链接](https://pan.baidu.com/s/1jKjBXOy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(7527, 31)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ReportKey</th>\n",
       "      <th>DateOccurred</th>\n",
       "      <th>Type</th>\n",
       "      <th>Category</th>\n",
       "      <th>TrackingNumber</th>\n",
       "      <th>Title</th>\n",
       "      <th>Summary</th>\n",
       "      <th>Region</th>\n",
       "      <th>AttackOn</th>\n",
       "      <th>ComplexAttack</th>\n",
       "      <th>...</th>\n",
       "      <th>EnemyDetained</th>\n",
       "      <th>MGRS</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>OriginatorGroup</th>\n",
       "      <th>UpdatedByGroup</th>\n",
       "      <th>CCIR</th>\n",
       "      <th>Sigact</th>\n",
       "      <th>Affiliation</th>\n",
       "      <th>DColor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3723</th>\n",
       "      <td>F55E554B-E590-10B0-63C04836452472F2</td>\n",
       "      <td>2008-10-13 00:00:00</td>\n",
       "      <td>Explosive Hazard</td>\n",
       "      <td>IED Explosion</td>\n",
       "      <td>20081013063342SVC9926869392</td>\n",
       "      <td>(EXPLOSIVE HAZARD) IED EXPLOSION RPT  (UNK) (4...</td>\n",
       "      <td>At 0654Z, TM Logar reported an IED Strike.  FF...</td>\n",
       "      <td>RC EAST</td>\n",
       "      <td>ENEMY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42SVC9926869392</td>\n",
       "      <td>34.065262</td>\n",
       "      <td>68.992065</td>\n",
       "      <td>TF PALADIN LNO</td>\n",
       "      <td>J3 ORSA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ENEMY</td>\n",
       "      <td>RED</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6902</th>\n",
       "      <td>8AD9940D-1517-911C-C534EC9C40DB512C</td>\n",
       "      <td>2009-10-25 00:00:00</td>\n",
       "      <td>Explosive Hazard</td>\n",
       "      <td>IED Explosion</td>\n",
       "      <td>20091025071242SWC1351001036</td>\n",
       "      <td>(EXPLOSIVE HAZARD) IED EXPLOSION RPT  (VOIED) ...</td>\n",
       "      <td>TF YUKON REPORTED AN IED STRIKE.  TF YUKON REP...</td>\n",
       "      <td>RC EAST</td>\n",
       "      <td>ENEMY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42SWC1351001036</td>\n",
       "      <td>33.448654</td>\n",
       "      <td>69.145363</td>\n",
       "      <td>TF East JOC Watch</td>\n",
       "      <td>J3 ORSA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ENEMY</td>\n",
       "      <td>RED</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>ECD42354-46D5-4704-8BF5-A217C156855D</td>\n",
       "      <td>2005-04-26 00:00:00</td>\n",
       "      <td>Explosive Hazard</td>\n",
       "      <td>IED Explosion</td>\n",
       "      <td>2007-033-005425-0253</td>\n",
       "      <td>IED  Other</td>\n",
       "      <td>TF COYOTE REPORTS IED STRIKE 20K NE OF FOB TIG...</td>\n",
       "      <td>RC SOUTH</td>\n",
       "      <td>ENEMY</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42STA2713367636</td>\n",
       "      <td>32.212219</td>\n",
       "      <td>66.105003</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ENEMY</td>\n",
       "      <td>RED</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1824</th>\n",
       "      <td>7FA7C26E-548C-4D3F-B48E-2137A6CCE5B6</td>\n",
       "      <td>2007-06-30 00:00:00</td>\n",
       "      <td>Explosive Hazard</td>\n",
       "      <td>IED Explosion</td>\n",
       "      <td>2007-181-152544-0685</td>\n",
       "      <td>(EXPLOSIVE HAZARD) IED EXPLOSION RPT  (SVBIED)...</td>\n",
       "      <td>At approximately 1230Z, Wolverine 2 convoy was...</td>\n",
       "      <td>RC EAST</td>\n",
       "      <td>ENEMY</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42SXD0996701628</td>\n",
       "      <td>34.350143</td>\n",
       "      <td>70.195686</td>\n",
       "      <td>UNKNOWN</td>\n",
       "      <td>J3 ORSA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ENEMY</td>\n",
       "      <td>RED</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4526</th>\n",
       "      <td>A3B96E63-1517-911C-C5B21D0FF8257DA4</td>\n",
       "      <td>2009-04-14 00:00:00</td>\n",
       "      <td>Explosive Hazard</td>\n",
       "      <td>IED Explosion</td>\n",
       "      <td>20090414072741RQR5580000200</td>\n",
       "      <td>(EXPLOSIVE HAZARD) IED EXPLOSION RPT  (VBIED) ...</td>\n",
       "      <td>At 0727Z, RC South reported a VBIED(Bicycle) S...</td>\n",
       "      <td>RC SOUTH</td>\n",
       "      <td>ENEMY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>41RQR5580000200</td>\n",
       "      <td>31.608517</td>\n",
       "      <td>65.696312</td>\n",
       "      <td>Paladin JOC Floor</td>\n",
       "      <td>J3 ORSA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ENEMY</td>\n",
       "      <td>RED</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 ReportKey         DateOccurred  \\\n",
       "3723   F55E554B-E590-10B0-63C04836452472F2  2008-10-13 00:00:00   \n",
       "6902   8AD9940D-1517-911C-C534EC9C40DB512C  2009-10-25 00:00:00   \n",
       "230   ECD42354-46D5-4704-8BF5-A217C156855D  2005-04-26 00:00:00   \n",
       "1824  7FA7C26E-548C-4D3F-B48E-2137A6CCE5B6  2007-06-30 00:00:00   \n",
       "4526   A3B96E63-1517-911C-C5B21D0FF8257DA4  2009-04-14 00:00:00   \n",
       "\n",
       "                  Type       Category               TrackingNumber  \\\n",
       "3723  Explosive Hazard  IED Explosion  20081013063342SVC9926869392   \n",
       "6902  Explosive Hazard  IED Explosion  20091025071242SWC1351001036   \n",
       "230   Explosive Hazard  IED Explosion         2007-033-005425-0253   \n",
       "1824  Explosive Hazard  IED Explosion         2007-181-152544-0685   \n",
       "4526  Explosive Hazard  IED Explosion  20090414072741RQR5580000200   \n",
       "\n",
       "                                                  Title  \\\n",
       "3723  (EXPLOSIVE HAZARD) IED EXPLOSION RPT  (UNK) (4...   \n",
       "6902  (EXPLOSIVE HAZARD) IED EXPLOSION RPT  (VOIED) ...   \n",
       "230                                          IED  Other   \n",
       "1824  (EXPLOSIVE HAZARD) IED EXPLOSION RPT  (SVBIED)...   \n",
       "4526  (EXPLOSIVE HAZARD) IED EXPLOSION RPT  (VBIED) ...   \n",
       "\n",
       "                                                Summary    Region AttackOn  \\\n",
       "3723  At 0654Z, TM Logar reported an IED Strike.  FF...   RC EAST    ENEMY   \n",
       "6902  TF YUKON REPORTED AN IED STRIKE.  TF YUKON REP...   RC EAST    ENEMY   \n",
       "230   TF COYOTE REPORTS IED STRIKE 20K NE OF FOB TIG...  RC SOUTH    ENEMY   \n",
       "1824  At approximately 1230Z, Wolverine 2 convoy was...   RC EAST    ENEMY   \n",
       "4526  At 0727Z, RC South reported a VBIED(Bicycle) S...  RC SOUTH    ENEMY   \n",
       "\n",
       "      ComplexAttack  ... EnemyDetained             MGRS   Latitude  Longitude  \\\n",
       "3723            NaN  ...           0.0  42SVC9926869392  34.065262  68.992065   \n",
       "6902            NaN  ...           0.0  42SWC1351001036  33.448654  69.145363   \n",
       "230             0.0  ...           0.0  42STA2713367636  32.212219  66.105003   \n",
       "1824            0.0  ...           0.0  42SXD0996701628  34.350143  70.195686   \n",
       "4526            NaN  ...           2.0  41RQR5580000200  31.608517  65.696312   \n",
       "\n",
       "        OriginatorGroup  UpdatedByGroup  CCIR  Sigact  Affiliation  DColor  \n",
       "3723     TF PALADIN LNO         J3 ORSA   NaN     NaN        ENEMY     RED  \n",
       "6902  TF East JOC Watch         J3 ORSA   NaN     NaN        ENEMY     RED  \n",
       "230             UNKNOWN         UNKNOWN   NaN     NaN        ENEMY     RED  \n",
       "1824            UNKNOWN         J3 ORSA   NaN     NaN        ENEMY     RED  \n",
       "4526  Paladin JOC Floor         J3 ORSA   NaN     NaN        ENEMY     RED  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "afghanData = pd.read_excel('./WikileaksAfghanData/ExplodedIED.xls')\n",
    "print(afghanData.shape)\n",
    "afghanData.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Index(['ReportKey', 'DateOccurred', 'Type', 'Category', 'TrackingNumber',\n",
       "       'Title', 'Summary', 'Region', 'AttackOn', 'ComplexAttack',\n",
       "       'ReportingUnit', 'UnitName', 'TypeOfUnit', 'FriendlyWIA', 'FriendlyKIA',\n",
       "       'HostNationWIA', 'HostNationKIA', 'CivilianWIA', 'CivilianKIA',\n",
       "       'EnemyWIA', 'EnemyKIA', 'EnemyDetained', 'MGRS', 'Latitude',\n",
       "       'Longitude', 'OriginatorGroup', 'UpdatedByGroup', 'CCIR', 'Sigact',\n",
       "       'Affiliation', 'DColor'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(np.any(afghanData.isnull())) \n",
    "afghanData.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 时间处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "afghanData['time'] = [str(i)[:8]+'01' for i in afghanData.DateOccurred]\n",
    "afghanData['time'] = [i if '200' in i else np.nan for i in afghanData.time]\n",
    "afghanData['year'] = [str(i)[:4] for i in afghanData.DateOccurred]\n",
    "afghanData['year'] = [int(i) if '200' in i else np.nan for i in afghanData.year]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ReportKey                       7AEE1FD6-488D-4351-A7DC-16A627ACDE9A\n",
       "DateOccurred                                     2004-01-04 00:00:00\n",
       "Type                                                Explosive Hazard\n",
       "Category                                               IED Explosion\n",
       "TrackingNumber                                  2007-033-005354-0981\n",
       "Title              (EXPLOSIVE HAZARD) IED EXPLOSION RPT  (VBIED) ...\n",
       "Summary            04 JAN: AT LEAST 15 DEAD IN TRUCK BOMB ATTACK ...\n",
       "Region                                                      RC SOUTH\n",
       "AttackOn                                                       ENEMY\n",
       "ComplexAttack                                                      0\n",
       "ReportingUnit                                                  OTHER\n",
       "UnitName                                                       OTHER\n",
       "TypeOfUnit                                             None Selected\n",
       "FriendlyWIA                                                        0\n",
       "FriendlyKIA                                                        0\n",
       "HostNationWIA                                                      0\n",
       "HostNationKIA                                                      0\n",
       "CivilianWIA                                                        0\n",
       "CivilianKIA                                                        0\n",
       "EnemyWIA                                                           0\n",
       "EnemyKIA                                                           0\n",
       "EnemyDetained                                                      0\n",
       "MGRS                                                 41RQQ6257932849\n",
       "Latitude                                                          31\n",
       "Longitude                                                      65.75\n",
       "OriginatorGroup                                              UNKNOWN\n",
       "UpdatedByGroup                            JTF Paladin 3rd EOD BN S-3\n",
       "CCIR                                                             NaN\n",
       "Sigact                                                           NaN\n",
       "Affiliation                                                    ENEMY\n",
       "DColor                                                           RED\n",
       "time                                                      2004-01-01\n",
       "year                                                            2004\n",
       "Name: 0, dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "afghanData.iloc[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 地区显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RC SOUTH      3695\n",
       "RC EAST       2967\n",
       "RC WEST        363\n",
       "RC NORTH       271\n",
       "RC CAPITAL     221\n",
       "UNKNOWN          9\n",
       "Name: Region, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# afghanData['Region'].unique()\n",
    "afghanData['Region'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,8))\n",
    "region_freq = afghanData.groupby('Region').size()  # 类似上面的函数：value_counts()\n",
    "explode = (0.2, 0.1, 0.2, 0.1, 0.2, 0.3)  # 饼状图每个部分偏离圆心的比例\n",
    "plt.pie(region_freq, labels=region_freq.index, explode=explode, autopct='%0.1f%%', pctdistance=0.2, shadow=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 时间显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2007-09-01'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "afghanData.time.value_counts().index[20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "afghanData.time.value_counts().plot(kind='line', figsize=(15,5))\n",
    "xmax = afghanData.time.value_counts().idxmax()\n",
    "ymax = afghanData.time.value_counts().max()\n",
    "plt.vlines(x=xmax, ymin=0, ymax=ymax, colors='r')   # 红色标记线\n",
    "plt.annotate('The presidential election \\n 2018 Aug 20', xytext=(xmax, ymax),\n",
    "            xy=(xmax, ymax),arrowprops=dict(facecolor='green', shrink=0.05), fontsize=20)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 地图显示\n",
    "- `GeoDataFrame.from_file` 读取文件`.shp`文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AIDC2+xNyo6IzZ4QQQgghHzt06FDXZ8KGwWKxjGUro+z2228HwzBjuz8hNyoKzgghhBBCAJw+fRrnz58f9zDA8zwKhcJYx1Cr1cZ6f0JuVLStkRBCCCHXrHg8Do1GA4fD0dd1RFGEw+GAy+WCwWCAJElgGAaiKKJer4PjOMRiMQiCMKCRt+fz+RCNRod+n3Z0Oh02bdo0tvsTciOj4IwQQggh14xGo4Hjx4/j4sWLKBQKiMfjMJlM+MQnPoHf//3f7+maL7/8MqampmCz2ZBIJFo+JhQKjSQw4zhubOfcZE8++STMZvNYx0DIjYqCM0IIIYSMTCwWw5EjR7Bz505otVpIkgSv1wutVqs8hmEY5HI5XLx4EclkEmazGZ/4xCdgs9nw4Ycf4rXXXmu6ZqlUwuHDh7F7927YbLauxjM/P494PI5cLodcLrfu4ziOA8MwSnn7YfD7/WPNmgGAwWAY6/0JuZFRcEYIIYSQkZAkCW+88QampqZw4sQJ5eM8z0OSJHAcB1EUYTQaodfrEY/Hlce88847uO222/Db3/627bVPnToFk8kEg8GAHTt2dBzPqVOnkEqlVAdDcuYsmUwiFAqhWCwim82qeq4aRqMRqVRqYNfrldfrHfcQCLlhUXBGCCEDJIqi0gMpk8lgYmJizCMiZONYXFzE1NTUmo/LzY4FQYDJZEK9Xl+TvREEAadPn173+vv27QNwtVfZRx99BJPJhMnJSYRCoTUZtUqlggMHDsBoNIJhGEiSpPrrqNVqmJ+fB8uymJychCRJEASh74yX2+0eSXPr9WzevBk8T9NDQsaF3n2EEDIg58+fx89+9jM0Gg1oNBps2bIFt956K3bs2AGNRjPu4REyNpIkIZfL4Uc/+tG6j7Pb7WBZFul0GtVqFYFAAIuLi13fr16v4+zZs5icnMTRo0fBcRy2bNmCnTt3wmKxYHFxEfF4HMlkEgBgs9lQKBS6Ll0vimJTk+hQKIRoNNoU6IXDYYiiCI7jAEApNCIHYU6nEzzPo9FoIBqNwuv1NmUMRy2bzaJSqdDWRkLGhIIzQggZgHq9jtdff13JANTrdZw/fx7nz5/HlStX8Pjjj1PPIHJDEgQBL7/88rpZL57nMTExsSZrVCwWe76v3+9XAidBEHDx4kVcvHix5WPr9TokSYLH44FWq0Uul4MgCCiXyx3vY7PZYDKZ0Gg0wLIsNm3aBEEQIEkSisViy0bSHMfB7XbDZDJhbm5OCQpDoRAqlUrPX/MgpNNpJJNJhMPhsY6DkBsVBWeEEDIA7733XtuzJydPnkS9XsfWrVthtVqxadMmCtTIDaHRaODYsWM4e/Zs28doNBq4XK41gZlOpxtZr6/l5WUAaKrUaLfbVQVnFosF8/PzXd1PEAQkk0klcwdczbDNzc0hEAh0da1heOWVV/DNb36TtjcSMgb0riOEkD5ls1m899576z7mo48+wtLSEnK5HCwWC7xeLywWC3ieh9/vx2233UYTIXLdOXLkCPbu3dv28waDASaTCUtLS2s+Vy6XEYlEEI/Hu84meTyeltfshtVqVVXsQ00A10kgEFC2Mm6ELdCJRAL5fB5Op3PcQ7nhlMtllEolWK1WpYKpIAiYnp7GwsIC8vk8eJ4HwzBgGAaRSATbtm2jBb/rCM0ECCGkT2+88YaynXE9ciW2TCazpo/RwYMH8fDDD4PneSwuLkKn0yEcDsPj8Qxr2IQMTS6Xw759+3Dq1Km2jzEajdBoNE3Zo9VmZ2fh9Xq7Ds76PS+l1+tRq9WU4DGTybTtcSafJesHx3FKIaGN4KmnnqLAbMSKxSJeeOEFJYNsMBjw4IMPwuPx4M0332ybnT106BA2bdqEz372swgGg02v/UqlgnQ6Da/XS4t/1xD6SRFCSB/q9TrOnTun6rHrrcLH43H8+Mc/bvoYx3F4+umnsXXr1r7GSMgoSZKkNHVuh2VZmEymtg2fV0okEohEIl1VMazVaqof24rb7VYmw+VyGS6XC41GY00fNLPZPJBS+izL9n2NQTGbzbj11lvHPYwbhiRJ2Lt3L44ePYp6va58vFwu49e//rWqhb8rV67gypUrAK5uBw4EArBYLDh37hwajQYYhoHb7YZGo4FOp8Nf/MVfbKhMm1wkh1xFwRkhhPRh5R/T9dhstnUb3LYiCAJeeuklfO1rX6O+Q+SaUSgUMD093fbzDMMgGAwqmSJ5i1a795IkSaomqCtpNBpwHNc229XJ6mBJ7j1mMBhgtVrBsiwajQYEQeiraIlsI01MvV7vhhrP9aZSqaBarUKv16Ner2P//v344IMPWj6229c9AFSrVSVQk0mSpCyEBIPBof98L1y4ALvdDo/HA5ZlIUkSJEnCf/zHf6BareLLX/4yfD4fMpkMKpUK5ubmcNNNN8Hj8aBeryu/E25UFJwRQkgf1P7xtFqtXQdnwNXV0+9973uwWq2wWq346le/uqFW2VfL5XJ4//33EQwGceutt27osZLhEAQBOp2u7VbEYDCIubk5cByHiYkJJJNJuFwuxOPxtsFUtyXu5+bmEAwGe+o7FggE2mbpyuVy0xmzUCgEURT7zp6tLL3fTb+1Qdu2bRueeuqpsd3/ejc9PY0f/ehHTa0Vel1A6NWwWyRIkoQ333wTqVQKNpsNFosFGo2macHm8OHDuPfee3Ho0CGcOnUKoigiEonAbDYrrTP+/M//fM3WWlEUEY1G8e677+Lpp5++brdqXp9fFSGEjIjazFk/q4DVahWJRAKJRAKzs7MIBAJgGEY5LN4vSZJQKpVgMpl6Gqfcw+qDDz7AwYMHlYm0TqfDPffcA6fTiZmZGXzyk59EJBIZyJjJxsWybNv3xcrtiYIgYGFhAcDV5tQrP6fVauFwOJDP58FxXE/FPbot1KHVauH3+5FOp1U/Z35+HgzD9N2brFQqKf+9uLgIk8nU9LFRmZ2dxUcffYRdu3aN/N7Xu1qthv379yu/H0cdlI0KwzB48MEH8eKLLyKXy7VclDx58iROnjzZ9LHVCyKHDh2CxWJBOp1GNpuF2+3GuXPnlMqqP/zhDzE5OYkdO3bA7/cP7wsaAwrOCCGkD2oyZzqdrqcV/FZ+8IMfALgaEFksFjidTvzZn/1ZzxXe8vk8fvjDHyKZTGLXrl340pe+pHyuUqng9OnTKBaLKJVKCIVCuHLlCorFIrxeL/x+P1iWxcGDB1tOnqvVKt555x3l32fOnMETTzyBW2+99YbesnK9s1gs+OxnP4t333236eN6vX7dM2bZbFbJtPr9fszOzsJisfRcTr/bbJvP5+vqXJtMkiTU63V4vV5lrEajUelh1ikT5nK5miawjUYDFotlLMFZuVxet0AL6c2HH36IF198caxZUVkvWyXVkiQJ+XweL7/8ct/3OXbsWNO/VzZ7B64Gc7Ozs/jNb36j7NTYsWPHdVHIhoIzQgjpw3pFD2SSJA1slXTlH/dCoYBCoYD//d//xa5du7Br1y7wPI9isQitVgtRFJFOp/GLX/wCt9xyCwKBAG666SYwDINsNoszZ87gxIkTSobhzJkz2LFjB2699VZIkoRnnnmmaaJ2/Pjxrr7u1er1Op5//nk8/fTTVPp5TEqlEliWHerWJpZllYzYSiuLbLSSz+cRDodRKBSUIKlQKMDtdiObzXY92dPr9V09vp/XY6VSaarAWi6XkUql4Pf71836ORwOZDKZNYGkXCGyHYvFAofDgVqtBo7jlLFHo9G+A4DrLQuxEeRyuQ0RmPE8P/A+eleuXMH58+cRCARQKpXw5ptvDvT6akSjUUSjUbz//vt48sknr/kdGswoXyx33XWXtDoSJoSQa9WhQ4fwxhtvqHqs3GB2GIxGI5aXl+FyuRCJRHDq1Kmm6lcrJ36diiSwLAuj0Qin09lTFkGtJ598ErfddtvQrk+uymazSCQS2LJlC1iWxb59+3DixAncdtttiMViuO+++7Bp06aB3lOSJPz85z9XXj/yuRCTyYRoNNo2yJILhbQK4ILBIPL5fFdZtG7ec1qtFizLdl2yfyX5fbja5OQk4vF4y22W7bZDWq1W1Ov1Nc+ZmJhAsVhEPp9vOQaNRoNAIICFhYWeMxfBYBBf+cpXYDKZeno++Z10Oo0PP/wQBw8eHHmrBHkBplwuw2KxwOVyYdeuXfjUpz7V8zUlScLrr78Or9eLbDaLS5cuYWlpaUMEnjKGYfCtb31rw7ehYRjmA0mS7mr1OcqcEUJIlyRJwrvvvov9+/erfs7c3Bx8Ph9isdjAxyM3Iq3X6zh79qwSjLX6g9kpgyeKIorF4kAq0K2HJn7DV6vV8F//9V8olUpwuVx46qmncMcdd+Cjjz7C4cOHAVw937Rnzx589rOfHdh9GYbBE088gZdffhknTpyAwWCAKIpIJpPrZpLC4XDbBQF5W3A4HEYul4Pdbkcul4NGo4HRaEQ+n19TlKNdANOKz+fre/FEr9e3DM7k7VhutxtGoxEAlGb07TKJ+Xwefr8fHo9HOQ/aaDRaZiRXqtfrmJ2dBcdxsFqtqFarXQcFOp1uQzTCvtZUKhWcOXMGyWQSyWQSpVJpKL/v1dqzZw/uuOMOaDQaVKvVrn/n1ut1TE9Pw+/3g+d5vPjii+A4DhcvXhzSiAdDkiT88pe/xNe+9rVrdncGBWeEENIFeeXwyJEjXT+31cRtEEqlUtP5FLPZDKPRCIPBgFgs1lc2YFiOHTuGycnJgf3xjEajqNfrA88CbXT1eh1TU1O46aaboNVqkU6nceLECSQSCTz22GNKYY5UKoXnnnsOX//61/Gtb30L//AP/4ByuYxKpYK9e/ei0Wjg/vvvH+jY5O1xK7M/hUJB2XJUr9dRLBZRKBRgs9lUZWrlAKpV4OV0OqHT6cBxHLLZbFcFc/p9HbIs2/EaK7cIh8PhjsWElpaWlAIlcil/tQRBQD6fh9lsVkrjLy0todFowGAwtDzPZrfbYTQasWXLloEVG7oRJJNJvPTSS4jH40M9z6UWy7K4/fbb4ff7leyZmqqGoijiypUruHTpEpxOJzKZDA4ePAidTgee58dyBnI9W7ZsweTkJBKJBM6cOdP0udnZWbz66qt45JFHrsmKwRScEUKISqIo4uWXX8apU6d6er7ZbO65uEE3Vma+tFpt1w18R+Gjjz5CIpHAvffeC6fTCY1G0/NZl8OHD+P1118HAHzyk5/E448/fk3+Qe5FuVzGT3/6U4iiCL/fj0QioUz6H3jgAfzd3/0dnn32WSSTSaTTaXz/+98Hx3Frtsvt378foVAIW7ZsGdjYdu3ahbfeequpIfTqhQTgasbJZrOhWCz2dTZzdZVFh8Oh+rn9LpyIoqg6wPN4PFhYWFD1tS4tLfVVCXLl74JwOIyFhQWUSiWEw+GmCq21Wg1LS0vIZrN48MEHe7rXjWh6ehrPPffcyLcsrsdiseCee+5Rva1PkiTMzMzg9OnTOHHixJrP95J9HSS32w1RFGEwGBCNRmG32/HAAw9g586d4DgOoijCbDbj0KFDTc87duwYtm7diltuuWVMI+8dBWeEkOuCJEkoFApYWlrC4uIieJ6H1+uFx+NBJpPB8ePHYTabcc8998Bms7W9hly8Y+X/RFGEKIp44403cOHChZ7HKJfcFkURRqMRiUSi63Lf3arVapidnYVer99wGbR4PI6f//znAK5+b3bv3o0HHngAOp1O9TWi0Sj27dun/PvUqVPQarV49NFHAVzNsLAsC7PZPNjBbwDz8/PI5XLYtWsXTpw4sWbL269//WvcfPPNTVtU16uW+OMf/xh33XUXdu/eDZfL1ff4yuUy6vV627NYskqlgng8DpvN1lUZ+07UtrnQ6/V9VyjkeV5VsKXX65Xm1WoNKhuzuLgIu92OVCqlZCBXf79ZlkUwGBzI/a5H8lneUqmEd955B0ePHh33kNbI5XJ4/fXX8bnPfQ5vv/02SqUSPB4PbrnlFuzatUtp6i5vXZUrSW4E4XAYPp8PVqsVMzMzKJVK+OY3vwmGYVAoFPDd734XTz/9dNNCHsuyeOihhxCJRPD88883bec/fPjwNRmcUUEQQsg1KZPJYGFhAYuLi4jFYlhYWFC1+s2yLKxWK0RRXBOArZ4wyRNUSZKwvLzccyh0yrUAACAASURBVHDDMAxCodCaMy0sy8Lr9aJSqfTdxLaTjZg9a8Vms+Eb3/hG22BqeXkZ5XIZp06dwqVLl5SGpavde++94DgOBw8ehF6vx+c+9zlcuHABoihi69atCIfDSr+4a9WZM2eGNql69NFHcffdd/d9nUajgZMnT+JXv/pVy88HAgGk0+mhrMxbLBbUarWO115dOMRgMCgLBHq9Xql8mslkYLVaodFooNFoMDc3p2QFWZZVVbp/YmKi47mxTuPrh06na9syQKPR4OGHHx7Iz/16E4vF8Itf/AK5XA4+nw9XrlzZUEUw1GAYBvfffz+mp6exuLiotDSZmZkZ+t8ftf72b/8WbrcbwO/OTK/8Hb2y0NVqkiTh3//935FIJGCxWLB582YYDAY8/PDDwx94D9YrCELBGSHkmiFJEi5cuIDDhw9jZmZmaAU2OI5DKBRq6qtiNpvhcDgQjUa77p8UCATaBhHA1QmTx+NBuVwGz/NIJpMDb1DqcrmUDIp8Pobn+Zbb/1Z+ffV6HbVaDZIkdf119+qBBx5oOv+0uLiIqakpXLx4caAB5tatW/FHf/RH11xxEkEQcPToUZw5c6brib5aPM/jO9/5DiwWS1/XOXfuHF544YWWE1mWZWGxWFo2qR2UTgEax3EAflcox2AwKJkqk8m07qQ1FApBEIR139urBYPBrnoedvt4NdoFiJ/+9KfxyCOPDPRe14N4PI7vfe97G2rr4vXGaDTivvvuw+7du/u6jrxYci2cmaRqjYSQa1q9XsfJkydx+PDhpm04wwgW9Ho9dDrdmoaX8tkNp9MJSZLW7UG0WqfzT9Vqtalqm8FgaDovkMvl+prAGgwGmM1mNBqNvq7D8zw0Gg04jlMq8MkrmSzLguM45f8ZhgHDMBAEAeVyGbVaDZVKRdVWsxMnTmDz5s1IJBJYWlrCsWPHhrJK/dvf/hYvvPACHn/88Q3fuDSbzeK9995DNpvF0tLS0KtpNhoN7N+/H1/84hd7zi5ms1m89tprLX92DocDer2+q8CmF4VCAR6Pp+12zpWLMBzHwePxKAsAnbIJ8/PzMBgMsNlsqt9X3Sy6GI3GoRRhaFccYtBB4PVAFEX8+Mc/psBsyPR6PW666aa+r3MtBGVqUHBGCNmwlpeX8f777+Po0aMttywmEomOWaluORyOda+XTqfBcRwmJycxOzurKmjo9lxZuVxuyhCZTKaOW5scDgcsFgvq9ToqlQpEUVTOFKRSKczMzECr1a47Ue2k0WgoWYVegwOO42C328HzfNusZy6Xw969e0eyDXNmZgbf+9738Dd/8zcb7lxaNptFLpcDx3H45S9/OfKy3MePH0e5XMbDDz/cVXGN2dlZlMtlHD9+vGUBHIPBsKZp8zCtt4gjSRICgQBEUQTHcV2/5uSFB6fT2fG8nN1u7/i7wGazwWKxgOM48DyPy5cvdzUeNdptz3766acHfq9r3cmTJ7tqyUB6k8vlcPbsWXi93nEPZUOg4IwQsuGk02kcPnwYJ0+e7JhpqdVqHRsrq9UpMJMJgoCZmRmYTCa4XC6k0+l1g5V+M3xyhbvJycmmjJ7T6YTJZEI+n0cmk+k42a3Vasjn82M9fyYIAlKpFAwGw7rndCqVCsLhMCqVSs/BpFrlcnlDnB9Jp9MwGo0QBAE/+clPmrKper0eDMOMfJznzp3DhQsXcOedd+Izn/kM7Hb7umc+Dh8+jDfffBOSJMHpdEKr1TZVawTQlJ0aBYZhYDAYWgZGjUYDpVKprwm4IAiq+oKZzea2fc1kPM8rjxlGE12e59tWjJV7r5GrJEnCBx98MO5h3BD27NmDBx54YNzD2DAoOCOEbBhzc3M4dOgQzp07p/o5qVRqYMGG2WzuajV/ZVlwh8OhZF7q9TrK5bKy1clisQzkwLXcbBq4uhUyFot1Xd2uWq1idnYWoVCo40RxmMrlcsuJu0wuHR4IBIY+FkmSxp41S6VS+Jd/+Ze2n69UKl1tnxskURRx9OhRHD16FJs3b8Zjjz0Gu92+5nFvvfUW3nvvPeXf6XQaExMTWFxcbAoqh12hdLVkMgmv19vyvhzHDSQz0ik4M5vNqnqVrdxyWKlUEIlEOi7+dKPRaCAQCKzJwmu12pG8164lx44dG9qZTtJscnJy3EPYUCg4I4SMnSRJ+P73v99zgDWIzEqraordaJW5mpiYgEajGUhgFgwGceXKlb6vA1w9yzLu8yUWi0VVzzc1zVMHMZZRqdVqmJqaQq1Wg9vtht/vVwpjrBcwDzOY5nkeNpsNZrMZtVpNWVholaWbmprC888/jy9/+cuwWq0oFos4cOAAlpeXcfHixTWPX1hYaNp6LDfKHrV4PL5mS28wGBzY91QuLNKOzWZT9Z5b2UaiUCigUCgoVV177XW2WqszsPJ5UXJVPB5vatFBhusHP/gBdu3ahS996UvjHsqGQMEZIWTsGIbpqwdXuVzuq3KjXq9XtardLXnVNRwO953xyGazbbdmdcvtdo+9rP7K4Mxut8NoNCr9dwRBQD6fR6PRGEmp+3w+jwsXLuDWW28d+r2OHj2KvXv3Kv+2WCzQ6XTIZrPr9rOqVqsD27672sTEBGZnZ5veAzzPw+12K2XkRVFUeiOxLItXX30VRqOxqWltMBhEOp1e8xpdXFxUsts+n29gZeG7ZTAYmv5dr9cHtk20VqthcnIS8/Pza35GajL7cg/EVo8zm80DLX7U6nXm8/mu6bYSg1SpVPCzn/1s5BneGx29/n6HgjNCyIYQDAb7WhnupnHxau0mRYMSjUbhdrv7anRbKpVgt9shCELbrYBqqekHN2yiKCIQCECv12N6erpldtFut4/kjJXdbsfp06eh0WgQDoeh1WohSRJSqZTSc2dQlpaWmv4tZ0c6SSQScLvdaDQaA+9J1Op73Gg01oy1E0EQ2i6yJJNJ+P3+sU7AVm9fHFRzZwBKZtDv94PjuKYsWTQaVTKffr8foiiCZVnodDplQSKVSrVdXLLb7QP9/dQqQ3bvvfcO7PrXul/+8pcDy1IS9U6fPo3du3dj3759eOqpp1Sd47xeUXBGCNkQwuFw0yp8t3o9k6HRaIaeRRJFse+ACriaPeu3t9sw+ib1YmlpCRMTE5ienm77mGw22/Nk3mKxKMUr5OAjl8uhXC6jXq/D6/VCr9ejXC4jkUggm83i3LlzYBgGZrMZlUoFPp8PX//613u6fzutzmqplUwmYTQaYTKZBlpifRBlwh0OBxKJRNtgenl5GcvLy7jpppsGXmFVrXw+D5fLpSx0dBt8qiFf0+/3g+d51Ot16HQ6sCyLSCSCZDIJi8WCpaWlsRXmicfja34GyWQSW7duHflYNpojR47go48+Gvcwblg/+clPlAWrjd7eZJgoOCOEbAihUKiv56fT6Z6yU3a7fejVAIHu+hutJxaL9VUOfxBB4iDwPK+qEIOarJJOp4PFYoFerwfLsigWi0in0+s+t93KuCRJyvNcLlfHe3er38B4eXkZDocDWq12YKXoB5FJNZlMqsZTKBSQyWQQiUQQjUaHsk2zHVEUUS6XleBoNY/Hg1KpBIZhsLy83FfWttX1I5GIEqQCUF2YZ9BFYOQtsivt378fbrf7hgvQJElCuVyG0WgEcDU4I+Mj/+797ne/iyeffBLbt28f84jGg4IzQsiG4Ha7odPp+lrFN5lMXQdner2+5/uNU6/nj0wmExiGWTfLMQryOaf1cBzXtPXMarXCarUqX3ulUkGhUEC1Wh1Kk9hTp05Bo9HgkUce6bpYwvT0NPbu3YtkMonbb78dn/vc5xCLxQaSKclkMmBZFpOTk0ilUn1X8htEIQi1r8VkMqls0zObzXA6nSPNHk1MTKBWq8Hj8SCTySivr5WZJI7joNVqB/qacjqdLQNzNd/7RqOhVGltNBoDqSC4sLDQ1DuxVqvh1VdfxXe+850b4uxPsVjE4uIi3njjDSSTSezcuRMsy1JPsxFr1U5lz5492L1799gr6I4TBWeEkA2BYRiEQqG+mq72coZkVBORQR4uTyQSMJlMcLvdTX3P1IjH41heXobFYgHP8yNrBLyS2u1ckiRBr9fD4/GgWCwik8mMfPJ07NgxzM7O4tFHH1VV7rler+PVV1/FyZMnlY+9//77OHbs2ECLOoiiiJmZGTAMg4mJib4m7IOoiNnN+RCr1YpsNotisYhKpYJAIIB6vd7XmUw1TCYT0ul0U7VIg8EAvV6P5eVluFwupFIpCIIAURSVKp5ms7mvbZhyT79WAWytVuuYPVvZssPpdCrj7IcoiojFYk3bpLPZLObn5xEOh/u69jg0Gg2wLItCoYCpqSns27cPLMti8+bN2LZtG5aWltBoNFAsFhGPxxGLxZp+Hh9++OEYR39j8ng8+NrXvoapqSmcOXNGqfaaSqX6OkN+PaDgjBCyYfQbnCWTSUQika5Wl0cVnMiTPTXb9NoJh8MQRREcxyGbzWJmZqbrcyvydqZCoQCdTodIJIJMJtPXuLoRCoVUj1cURbhcrrFV95PF43GcP39eVXB29OjRpsBMNsjAbCVJkpBOp/uq5Lm6imEv1GbODAZDU6DTaDSUf/t8PiQSiYF/ryYmJgBczRatPqtXLpeV7xvHccr7aeX21lqthkgkgrm5uZ6yzW63u+1rWF4gUfu7wWQyYX5+fiCtFbxe75pr1Ov1vq45avl8HqdPn8bBgwdRq9XWvA5PnDjR11lmMhx6vR4ulwsGgwE7d+7Ezp07USwW8eyzz+LcuXO44447brgttitRcEYI2TAmJyfXbUzcSbVaRaVSQTweVzV5YRhmZEEJcLVoQj/3WzmRtVqtqitcypNThmGg0+kgiiJKpZLSkJrneUxMTIDjuKEHQt1+/ePcernSkSNHcOnSJdx555349Kc/3bQdTZIkzMzM4OLFi2M5s1KpVPoq9NKpR5caaoIzu92+JjhbKRaLDaVIRi6Xg0ajQSQSQalUapt1EgQBs7OzsNvtTRUxV75P/H4/JEkCx3GQJAmJRKJjG5B2C0Asy6JSqaBUKsHlciEcDmNxcbHtDoCV2xCXlpbWjLMb7b7Pg65OOiySJOG9997Dvn37hrbwQQbLaDRiz549sFgs8Hq98Hq9TZ83m834yle+guPHjw9kwehaRsEZIWTDkIOIQCAAjuO6XhleGZBFo1GEw2FIkgRJkpTJdKVSQbFYRLlchiRJMBqNIyst3+/WxpXbsfL5vFJRsF1AJU+GV2cRzWZzUxC8MtM47GqO3ZZH3ijllCVJQjKZxOuvv47bbrtN2fJ25MgRHDlyZCzbQwdFLkyRy+V6XjxQc3aqVCp1DCZmZ2cRDAZRqVT63ronl+5PpVJN9zaZTHC5XG2DQJPJ1HKcjUZjze8krVbbcVtpsVhsmdkURVEpRJFKpZBKpeD3+6HRaNBoNFAqlaDVamE0GtdkFOUtepOTk1hcXFS9oGUymWCz2dp+7QcOHMAXvvCFDduQulqt4sUXX8TCwkLfZy3J6Pj9fvzxH/8xfD7fuo9zOp146KGHRjSqjYuCM0LIhsHzPLRarbKyHggE0Gg0VFcmXJ3NWC8L5PF4lLMgV65c6WvcaiUSiabV725YrdY1BQpqtRrm5uZaXlM+S9JqklksFtuOY70zeCvL0gNXMy4+nw88z6NSqaBWqykNc5PJJDweD8rlMtLptFL8odsJdz/NyYflmWeewfbt23HixImhFCLpxcrAvRfz8/OIRCI9B2e1Wg1ut1vpD7cawzAwGo2qKg/KiwNqs2hmsxm1Wg1OpxONRgNGo1FpbN+qaqJ8hmtiYgKlUmnNmKLRqOp712o1ZDIZOJ1O5HK5lhlEuX1Cq8WZ1dsI25X3lzPeKzUaDczMzMBms0Gv16s6j1kqleBwOGA2m1sGN0ePHkUgEMAdd9zR8VqjJEkSnn/+eczPz1NQ1iWNRtN2u6rBYMA999yD48eP910VtN2uF7PZjEceeaRjYEZ+h4IzQsiGsX///qY/vHKQpnZVn2EYWCwWlEqljltd5IDPZDLB6XT2PblVSw6mSqXSmnsyDKPsw2cYBgzDQBAESJKE5eVl8DzfMhhYHVD5fL6etwPKk3R55d5kMkGj0aBWq8FgMKDRaKBcLkMQBORyuTUZg5XBoDzJ3rx5M6ampnqaVG2Ehtmr5XI5HD58eMP0jFPb+87n80Gr1SpBdrlcRiqVUl4r/WwhNRqNSjATCoUQjUaV6+n1egSDwa4LfqjJ3vj9fiwtLUGr1a4JbOTqnu2CloWFBej1ekQiESwuLjZNYGdnZzE5Oamq4I58bq1dBs1ms7W9jjz2TpmvarWKZDLZsrpdLpeDTqdTfQ5Nfo+3ez+++uqrcDqdqs5YjkImk8E777yD8+fPj3soY7N6C2urar16vR6f+tSnlAXO22+/HaFQCCaTCZcuXVJe01euXMGVK1ewsLCA7du347777sN9990HQRCwf/9+HDhwoKuxsSyLHTt24Itf/CKmp6dx9uxZTE1NYevWrXjooYeUxRKiHjPK/fx33XWXdOzYsZHdjxBy7ZiZmcH3v//9dR8zMTEBSZKg0WhQLBZRrVbhcDhQLpeVLNjs7Kxy2JjjuDWTrlbkinejnmjrdDq43W5Eo1G43W6USqV1tz4GAgGk0+k1AZq8xU4OXtWs+vM8D7vdrnrCrNPp4PP5ejoP1O85on7O1gzT6kziuNjtdhQKBaUdhSRJSnVLWbvtuwaDQembJwcI3bZo4Hl+zTkph8MBk8kE4OpZMrvdjlKppDrYlkvbBwIBZLNZlMtlhMNh5ZyWVqtFKpWCXq9vu7Bit9vB87yq17jRaIROp1uzPbXb167c3FzeTp1IJODxeNYNmrppKt5pQUA+M7be12yz2ZDP59d97bpcLnz7298e6/bGUqmE06dPY+/evRv+XJn8fVo9zkgkgs2bNyObzUKSJNx5552o1WrYv38/BEHAtm3bsLy8DLPZDLPZjPfffx/JZBJPPPEEzp8/j2w2i/vvvx833XQTGo2GUvzHZDKhUqng0KFDOH36NJ588klYrVY4HA7VY47H43A4HE1bxw8cOIC33nqrq689Eongy1/+ctM5MUmSKCDrgGGYDyRJuqvl5yg4I4SMW7lcxr/9278NpUy6w+GAIAgdr63VasFx3EBL3qvhcrmU4CqVSilFStr9bl4Z0K2k1WohSRL8fj9isZiqMyher1dVQZGVegmU+g3Oet0Ker1yOp3KVj65aXK5XO670p7P50OlUul6e5Pa/oTymFe/Nn0+H3Q6HdLpNIrFYtPrhWEY2O12ZDIZJZOl0+lQq9XAMMy6k/Zum9K3yzypzaC10+49w3EcgsGg6vdGu62IrUQiEcTjcWVbMM/zsNlsMJlM4HkeU1NTHa/xpS99Cbt27VJ1v0GbmprCCy+8sCG3Na/G8zy+/vWvg2EYHDhwAOl0GqIo4tZbb8WOHTvg8XhUX0veZiufv1ajUqkMrF+nIAhK9ve5557ruGjg8Xjw13/91wMpKnSjWS84o22NhJCxkiQJr7zyytD6V2UyGej1+o5bfuRy2aNsiCtP+laf0bFYLEpFxdWq1Sqi0aiyQiqv9IuiqKqx80rxeLzrHlkWi6Xr4KzfCdbc3NxIC7d0o9U2s2EKh8PKz2vQW3GTySQmJiZgtVohiiJEUVQCoHZnoQD1/QXr9TqsVmtThnhl4MNxHPx+f9NrWJIk5UzX8vJy03t0kIvLXq+3bZZofn4ewWAQi4uLPf2sV2YQnE6nks0TRbGr96tcIETNwsvs7KxSrGR5eRnZbBapVAqZTEYpQtLJ22+/ja1btw5s4t+JvGU6nU5j//79IwnMTCYTQqEQtm3bhkQigenpaeh0OuRyOdx///2IRCI4cOAAAoEALl++jFqtBr1ej0wmA7PZjGAwCJvNBr/fDwD4kz/5k77HI2ec1Rrkz4fjOKXP3f3334/XX399TSbdaDRCEARwHIdt27ZRYDYEFJwRQsbq5MmTOHfu3FDvUalUlHMW602Gemli3atIJNJ2Nb5QKGBycnLdVUs5KJOzKGqLpqyWSCRUn1kCemvaPYgmx1qtdkMGZ06nc+jNk2UrX7+DnJCFQiE0Gg3kcrmWGUr5HGSrrLK8LbJTkKHRaGA2m5XvlZzZWZmlEwShbRCYTqfBsqySZe6E4zjVxWc0Gg1yuVzbLLIgCIhGoz2fMTQajSgWiwgEAj33SgOuBqOtepO1U6vV1iy8eL3edQPtlbLZLAqFwkiCs1wuhx/96EcjeS+53W7s3r0bN998M8xmc8vfTyu35T3++OMAgLvvvnvoY9tI7r77bmzfvh2ZTAY8z+PixYvQ6XTYvXs3gN7+FhB1KDgjhIxNKpXCa6+9NrL7yWW6k8lky21YCwsLPW3161Y4HO44mVU7gUun00oGpZdV/Xq9rjp4Ylm2p6Iegwh6uz0HNSqjyiqsfs0sLS31nekNhUJgWRaJRGLd7bypVAosyyq98JaXl5HJZOB2u5HJZDr+bBiGgdvtbupvlkqloNPpusrCBoNB1dtbBUGAzWZTtUWzXq+DZdmO2fVoNNrTFkc50z2IrHy/WYpuXzf79+/Hn/7pn/Z1z/UIgoCf/vSnuHTp0kgWx7Zv346HH36449ksCjyuks/CAVfPgZLR2JiNLAgh1z1JkvDyyy/3fU6mW9FoFBqNRilvvVo8Hh/oHyG73Q6tVgufz4fJyUlYrVZVE8xuV9f9fn/XfeGAq5N+tRMRURSVP9RqhUKhgQS78ha7UCiEUCjU9/UGZXFxcegBWigUWvOaEUVROZ8ViUR6uq6cLVWzfUwURSwsLGBubg6pVAqiKEKr1aJeryMaja5pKLuS0+lcE/y1KmHfSTcLA36/X3WRDeDq1xeLxTq+tmZmZhAMBrtq1hyJRAbWB29xcRFOp7Ova8zOzqp+zVy+fLmr72M3arUann/+eZw/f37ggdnq32kcx+Gxxx7DU0891VXRDELGgTJnhJCxOH/+/EjPd61ULBbhdrtbVpkDrk6ABlGEYuV5LrXbBmXdZIq63W4ViURQrVah0+m6/hlEo9G237fV7HZ7TwFjKz6fD4lEQrmenPVpNBpIpVJj6zcmCAJCoVBfBSPakbM57X5GK7Om8oKCRqNBPp9HvV7vOKmu1+vKRL2X9+LKc6KJRELZ4ij/Ww7ItFrtQLardZM10mq1XU/46/U65ufnO57DlN9rVqsVdrsd0Wh03ffrIM9O1Wo1mEymgfS1k6t0rqdarWJmZgY7duzo636rRaNR/M///M9AtiprNBpYLBak02kwDIOnn34aW7duRTQaRa1Wg8ViURbJCLkWUHBGCBk5QRCwd+/esY4hmUzCZrNBq9W2nKAMooR0P1tjugk2usk+ypN9+WuPRCKYn59XvSVSEARVwaDc0Nhms8FgMKg+59LO1NRU03mjlUGf3OtqXIax5TIYDKJcLqsOmlZuGdTr9TCZTHC5XE0V+9opl8sIBoOIx+OqX0tGoxEGg6EpQLNYLMp4zWazsgjAcdxAMuSVSkX1VkW5CXovZzHVLs7k83nk83lMTk4ik8kojdidTic4jlPuPehzVMlkEg6Ho69snCiKyOVyqsr479+/f2CFHyqVCk6cOIHf/OY3PVfG3blzJ+r1OhYWFlCtVvHQQw/h7rvvVs7HyaXh5cIWhFxrKDgjhIzcsWPHRtb0eTV5tbtYLKJUKoFlWaXpsjyRrFarPWdiDAYDDAYDdDpdz33TbDab6mIGgPqqfYFAQAlqcrmcMsm12+1K0YJarQZBENadTKuZpMnnksxm85rASd5KWS6X206etVotrFYr9Ho9WJZFtVpt+3WO67UkG1S1RrPZDKfTiVwu11fPvUqlgkqlovQBa3WO0uVywWQyQRAEJRPqcDg6bkFlGAbhcBjJZFLJBmu1Wvj9/qZgplgsolgswmKxDKyQS7FYRDgcVhWcLS8vQ6fT9XQfSZKUZvFqsudy1pTn+aaFC4vFAqfTiXg8PtAWHeVyWXVhlPXIgWSn4CyRSOCnP/0pnnjiiZ6zT4Ig4JVXXsHp06d7Loii1+vx+c9/XinMIVcUlc/MDuJ7QshGQH3OCCEjVS6X8c///M/rTlYYhoHD4VD+6MqNp+v1etvJPM/z8Hq94HleaQArZ78YhlEaeKqZJLWrTLeeQCCAcrncV7NkvV4Ph8OBpaUl1RMYvV6vatuUXq+HVqtV3bIgGAyC4zhks1kUi0VlEud2uzE/Pw+j0dh2UrdymxzHceA4Tin/vbpxszwBnpiYUBoMFwqFroNjtVsth0EOWHrZGqjRaOD3+1GtVodSiEan08FsNq8J9m02GwqFQk+B5eqiGAaDAQzDYHl5GXa7HQzDDOyM1WpycRG1GbFeC/zYbDZIkjSQFh8cx8Hj8Qw8uzuI1h8Mw4DneVWZTZvNhq985Svw+Xxd3aNer+PVV1/FyZMnexqjyWTCo48+is2bN4+sAA8hw0Z9zgghG8a7777bFPiwLAuv1wutVotyuaz0QGqXDTGZTLDZbNBoNEoQtry8jHQ63VW/rvV4vV7VZ4h8Ph84jhvIvb1eb1eTLYfD0bSVrNNjV25960Re/ed5HjqdTtmaJfd84nl+TXDGcdyaXmuCIMBgMMDn82Fubg56vV45B6LX65VMXj6f76kSJDD+ymqSJGF2drarBt1ytmlxcXGoDbbb9aXL5XLK1sRusrQA1lxv5fs5m81Cp9Op3n7YLY1G0xT4Wa1WaDQaGAwG5f4rX0fdbk+ORCJYWFhAPp9HKBQaSHNvQRCUrXaDlEgk+lqUkHsHWq1WVa+BXC6H1157DY888gi8Xq+q9102m8WLL77Y12ucZVmYTCYKzMgNgzJnhJCRSafT+O53vwtRFBEOh9FoNJBMJkdesbGTLVu2oF6vI51OtwwY5KAon8/3lSlbjeM45awRz/MwGo2Yn59XSn1rNBplWxHP88hk3oDaoQAAIABJREFUMqoyH4FAoKvATK3V277WO/ul0Wjg8/kwPz/fspFuPwVYOpVAHxWGYcBxHLxeb9tgXa44mUwmB7rVbT3hcBiJRKJlhlWn08Htdne1jTIYDHbMQptMJuh0uoFvOd28eTPm5uZQr9fhdrvXnOdamfU2Go0QRVF1QY5Wr8FBZKfMZjP0ev1Qenip6VGo0+mg0+nAsiwEQVC2CstNx3mex/T0dMd7mUwmaDQaZLNZbNmyBbfccovye0ludG0wGFCr1TA3NweNRoPZ2dmBnMnUarX49re/DZvN1ve1CNkIKHNGCNkQ9u7dC0mSuupXNGoejweXL19W/u3z+ZrOrhSLRaTT6aFs2xIEYc1EUC5qIIoiGo1GTxP6YazaA8Dc3By0Wi10Oh2sVqvy3622JNbrdRQKBQBYE5jJ1+o1QCsWi8q213GSJAmNRgMLCwtrAlX57Fcmkxn5a39ubg5OpxM+nw+SJDVVF6xWq11nLKPRKKxWKyRJahv4lEol8DwPlmVVLSDwPK+cIWrHZDJhamoKer2+qaH1SuVyGZOTk6hWq8rjO7HZbLDb7S2z5YOoAupwOIb2M+8UeBoMBgiC0LQ9U34fAldfG2rK6svbouXfe5cvX276PTkMFosFt99+O8rlMsxms5IdJeR6R8EZIWQkYrEYlpeXodfr+yp2MExWq7Vp4gJ0XwJ/kFZuJ+xXOByGJEkDzzDVajXUajXl+7ZegJXL5datoNfr9sRsNrum/LnL5YLZbIYkSRBFUfm6eZ6HIAg9FyVQa/V2ukE1Ie5VJpOBXq/HwsIC7HY7zGYzSqUSOI7raQtiPp/vGEzncrm2jzGZTLBarYjH49BqtTCbzdBqtYhGo/D7/dBqtRAEARzHgWEYlEol5b0gFzxpZ2WQpdPp4Pf7MTs72/Jn7vP5EI/H2379sVhM2f7Hsiw8Ho/SvkGNUCg01EqinQp0lMtlTExMYHFxse1rXs22yG63XPfjr/7qr+BwOKDVagdSIZKQaw0FZ4SQkRBFcSi9oAZJp9MNpADAoLhcroGcZVs5qRrENq31FIvFdc/ByEVeWumn6mEsFsOWLVvQaDRQq9WwuLjYNIE2mUwwmUxIJBKwWq3gOG6oVR4XFhbg9XqRzWbh9XrHtu1SDnwKhYLyWspms03bcY1GY9fXVdvDLpfLwe/3I5lMKq8JeRuqKIoIBoOYn59XMsKrM45arRYej6fnrIncp0vOWq7Orq4uUNOKXG1SblSt0WiUiqOSJCmVR4vFIjweT9P7i2VZpQedIAio1WqQJAm5XE4pbsKybFMwL0kSarUaMpkM3G430ul022BUTXuBVplcWTgcVpU5HVRF0k58Ph8CgcDYz5ESMk4UnBFCRqKXCeCoJRIJeDweZQV/3IYxQZmdnUUgEIBGo0EsFht48+ZMJgOHw4FsNtty0ru4uKhkExqNRlOfJTXFG4xGo1LJs16vK5PdRqOx7jarUqmk3EeeyK6uOjhoDMPAYrGM9Twcy7Idg9BW20w7sdlsqs5byr3AeJ5HJBJBpVJRnud2u7GwsNA08V8dQNRqNeW9GIlEOjZ8bicej7fM4q23WNBOvV5vmzGUxy835O60ENJp8WVhYWHdM6OFQkEJXtfb8pzNZsFx3Jrv3dzcHBiGgdVqhcPhQDqdXrN7ALhaCMjn8yGXyw20qfZKcpVeCszIjY4KghBCRmJ+fh7PPPPMuIeh2rAn7mrI26mGZZDNmw0GA5xOJxKJBOr1ujLRW+/ePM8jm81CEASUy2VoNBoEAgGkUqmWZfonJycRjUYHWjJ/9YTd6XTCaDSCZVml912hUADHcV2d95ucnEQymWwKPEeVfZB5vV5oNJp1FxrUtmJYrZcGz62ew3EcXC4X9Ho9lpeXO27j7bf4y8qKmna7HaVSaeBnFVmWVZq9D0o4HMbi4mLb177cdLzdPbvJmBuNRpjN5pYtCCYmJvqqrNqK2+3GN77xDbAsC47juq6wSci1iAqCEELG7lprEDrKhat2lpeX15yl6pbD4YDT6US5XIYoipAkSVlBH1RgNjExgVgshmg0CpPJBLvdDuDqz7xUKq0JSvx+PxKJBARBQDAYRL1eV9ojCILQNps3MzPTV1XHVubm5mAwGBAIBFCv17G0tLQmqOR5HrVaDTqdDk6nE1qtVulLJn9tFoulKeMgZzQsFouSiZUboC8sLDRNsjmOg9FoVPrK9YNlWfj9fmg0GszPz3fMMjmdzp5eX70EyIlEYk2QIBer0Ov1qoLXfrMqcmuBYS6+hMPhgV97bm5u3fOBcmY4GAxiaWkJWq0WNpsNOp0O9Xq9q0BxeXkZlUplzWsauPrzGkRgZrPZwDAMNm3ahAcffLDnhuGEXI8oOCOEjITFYhlL9qBX42povFo/lQhdLhfq9TqmpqZgMpkGutotCwaDTZkZeZIob7P6/9l7s1hX0vLu9//W6LLLdnmevXoCmkFAoIF0SL4mBEFIAxERgfCRKFJygsLNp5yrw+25OBfn5iQ3UaSIJIoUSEgUfU2CgAQadQPdAbp3gGZouuk92V72Wsvz7PJQdS42b7G8locqu+zl3f3+pNaGtZbL5XINz/99nuf/0HIpwzAsg4fj42PrPDg+PoYgCAgEArbE4i56AsPhMEql0tLyPnou6Lo+V14mCAJCoRBM00Sj0QAhBBzHIRqNwuv1XrInpyV+wWAQwWDQEqH9ft8KggVBQDqdRqvVgs/nA3DHbbNSqaw8B6iDoWEYjsTWJucVx3EYj8euXc9OzCa2FWeEEKTT6Z1mxXdV9jebzSDLMtLptJWhvsjx8TEikQjq9fpWoxroQo6qqnP3jdlsttX3Hg6H8ZGPfMTqw2MwGJdh4ozBYOwFjuMQDAZ3YkG/C3ZpFmEHTdPg8Xggy/Ile/9lEEIQDAYt18nzhhiyLLsuzkKh0NLSNhoY0hIoajyw6PufTqfodDorS+XosHIAS23PN4Xn+Y36ri669pmmidlshtPTU2Sz2aWva7fbSw0cptOpJVTOC1FJkqzPTzOMkiRZWY5er4dIJOK4V7JarV4S2MtQFAWBQACnp6eYzWbIZrMoFou2ssy0n2iRy6Fdwa0oytalghzH7Xy+3CZ9bHahpYaCICzNItfr9blezk3p9XpIpVJz941arWZlgDf5Lj70oQ8xYcZgrIGJMwaDsTfuJnGm6zqSySQ6nc5O+77OQ/tGGo3GpfI2OviaZlmomOB5HtFoFLIso1qtXnLio3i9Xtv233ZIp9Oo1+u2RI2dTAV1WcxkMgDulFbRcyWfz6NUKlmZtVwut+Xe/4JNeqfWEQgEdjKyYFEP0HlWufKtwm4Qf97gYjQaoVAoIBAIwOPxrN23XC63NJiXZXlhCd1FfD7f1sKq0Wjs1JF1XwPRp9MpTk5OkM/nYRiG5f7Y6XRcdWRddG10Oh2rdHkRgiDgXe96FyaTCcrlMiaTCSKRCDKZjK2ZagzGKx0mzhgMxt5Y9UA/NEzT3Lr/ZxGEEHg8nrkgkxBiBa/LAuVmszknbL1eL2RZRrfbtTWLzU3TA6cBqF1xez6j5PP5rMDzYqDpVmkszeS4XWrb6/UulYPtA9M0UavVbGfCKHZ7sBZlyDqdzsp+0mw2i2q1ulIsnJ6eghCyVlTQwdbblBzvMqsF3BEziURiL/MRz/eSxeNxy8TGTSMSQRBACJm7f2Sz2ZViPJPJ4J3vfKdr+8BgvNJg4ozBYOyNQCCw9m98Ph/C4TAAuGr8sAl+v9/VrEowGISqqjg+PkYikYAkSeh2u2i1Wo4DqsFgsFT0nC+pm06nqFarrpl/pFIpx6VzmwjD89b3F3HLrKXdbsPn863N2DjFMAyEw+G9izPgFxkVpwLNjuBZ1O+VyWQuDf8+3ytnpxwXuPOdFgqFlQJt2+HhuVzO8bBtp+i6vnMBeBFBEFZeL9swGo2seWxUGD/66KOQZRlf/vKX8bOf/ezSa9rtNsbj8doB2QwGYzFMnDEYjL0RDAaX/o7aqJdKJRSLRSSTyT3u2WXcdHPLZrMYDAZoNBpWcLiLlXXq0rcrUbtpyZaiKK4LIDcwDMMa0Ow21WoVsiy7PkfODrPZDMfHx8jlcnPmK5RoNApJkuZEFc/za7e7SBjRfsLJZIJWq4VGo2GVz8ZiMSSTybnZZuuo1WqQJGlhuWwoFNr4uiGE4PT0dKPeQqfUarU5y/5dk06ndzpYnmZkKR6PB5qm4eMf/zj6/T5++MMf4umnn7YWI1qtFp555hmWPWMwNoSJMwaDsRem0ymuXbu28He5XA71en0uwLhKt8RsNuuaMHOz/2MdrVZrJ05xVDhv+jk8Ho+r+2NHSNilUqlsPOtrFcPhEOFweC8GFMsoFouIRqNotVpQFAV+vx+EkLmhzt1uF6PRyJZoWTQIeZW5yfmss6Zp8Pl86HQ6CAQC4DjOyhqfZzAYWAPrL+7TNpkY0zSRTCY3HmLthPF4bGUPd42iKHspoaQ8/PDDVnk6IQSqquLhhx/G61//ejzxxBP43ve+BwC4ceMGHn74YTazjMHYACbOGAzGXnj88cfnVuoVRUEsFsNgMFiY6Wm1Wlv3l2wKx3GWFfw2rDJB2AW7yApkMhkMh8OtPofbPV1uBtduz007T6PRwL333gtd1yGK4pUMNa/VasjlciCEXPoOT05OQAiBruuWxbwgCGg0GgtLMqfT6cZz96hRDc/zc5lKTdPg9/vnvoPBYLAwS7utMc+6skm34Dhu5wIQuHPulsvlvbwXcOdzvfGNb1z4u0AggA9+8IOIxWL4+te/jlwux4QZg7EhTJwxGIyd89JLL+Hb3/42OI5DKpWCaZqoVCorg6TpdOqK8xm1ouc4DqZp4uzsbG2pWaFQQDQa3Vqc7buUT1EU1/pOeJ63Mg3bUiqVkM/nUa/Xd9IXc4hkMhkQQlCpVKys3C6F4CqWvacoitb3cb6HMR6PL+2X63Q6W5mdXBQSVLQdHR3h5OQEuq5DVdWF16gsyyCEbNV3Rq9tRVF29l0Eg8G9jOKYTqd7E2aRSASf+MQnEAqFlv4NIQQPP/wwHnroIVez2wzGKw22rMFgMHaKYRh46qmnEI/HrQHE5XLZVoC1zcprLBbD0dERBEFAqVRCoVCwZjKtmkFFqdVqW9s+r3Kx2wWj0Qi5XA6yLG+1HUEQEIvFXBFmFCrEVwV3dvB6vRtlbpax7VDjRVDTlFKpNFcueQi9lOehxjsXWXX+9Ho9zGYzRCIRV/fl9u3b0HUdqVQKHo9noRFPuVx2xYq9VquhVCohnU5vva2LSJIEVVVd3+4iRFHcy/u8973vxac+9Snb164oiixrxmBsAcucMRiMnfLCCy/g1q1bG712lcvf+blIiqIgGAyi2+1iOBxaTnWLArzxeAxd13Hfffeh3+9DFEV0Oh3LrMQwDMtxbVtnN1EUbc1vcovZbIZisbhV6ZYsywgEAq65O56n3+8jEolsNevO5/Ptbe7cpqwKTE3TBMdxrpd6bsKiLGYqlVqbURoOhzsbizEYDKCqKoLB4MLrzy2nTtM0d+LcmEwm91bKvGvnScq1a9fw4IMPbr2wwmAw7MHEGYPB2Bk/+tGP8Nhjj238+kqlgng8PmcTHY/Hrb6YXC6H2WyGcrk8V4K4LricTCa4cePG3M+WDabdpLSSzi27ceMGBEHY22BaSrlc3mi4sizL0DRtpwYDhUIBqVQKhJCNMmDT6XSvvYg8z1sZFmrlLooidF235sz5/X6Ypmmdd6uycaenpwgEAuB5/koHsququrD0ThRF5PN5dDodiKKI8XgMnufh9/utgcL079wmFAphOByi3W4jn88vFB+tVmvluU0IgSRJtkr++v2+9VnPG5OkUinwPG/rmg0EAtA0DaPRCBzHuXqdr1rY0TRt506g9913HyqVCrrdLitTZDD2CBNnDAbDdUzTxH/913/hq1/96tbbOjs7QzQaRSQSQaPRmBt+umnPiJO+Jzs9HX6/H5qmgRACwzDm5pZNp9O9ZkloVsbn86FWq9nONPA8D6/XuxfnN+r659RcIpFIwDRNCIKAdDqNs7OzrVwWz2cY/X4/QqEQJpMJGo0GJpMJIpEI+v3+2vOMiixRFCHL8toAvdPpgOf5vQ0rXsSyOWzLsj6NRgOZTAaDwQCCICx0btwEVVURDocxmUxwcnJina/LxBddRLmYfQwEAggGg9Z2AHtOqeeHOI9GI6sfFriTpfV4PPD5fJhOp1a/HXAnaxWNRnF8fLx0YWdT6PldKBSWGhMFAoGdZuhEUcTv/d7v7a10ksFg/ALiVomAHR566CHz2Wef3dv7MRiM/TOdTvGlL33JslQ+NDaxTV8W5FFRti5430cQzvM8FEWBx+NBp9PBZDKBx+NBLBZbG8TJsoxEIrFXZ0mKkxLMi7OjCCFWD1e1WoVhGLaFcDKZhCzLmE6n6Pf7e5tJdR6v1wtVVecWHPbFNqWv2xib0HNyNBpZphyL4pBls87oNs5fw6lUaqFYFEUR6XQax8fHKzOtkiQhGo06WigghODee++9lIF3gs/ng9frBcdxEEURpmlC13V0u925rFgymZwrM+Y4Dl6vF4FAAIIggBCC8XiM2WyGdru9VUaN53k88sgjePDBBxGLxTbeDoPBWA0h5Jppmg8t/B0TZwwGwy0ajQb+5V/+ZSf9SttCA5pwOLxRUEoDUkmSkEwmoeu6bcG1zRyt81k5GrwtCuZXZaEikQjq9Tq8Xq81vkBRFIzHY8iyjNPT053MR7OLHaGwShB4vV7ouo5IJILBYIBgMAie52GapmUVL0mSVW54vgTxqonH41cizrYRWKFQCB6Px3H2zOv1ghBiK3O9TJxxHIdcLodqtQqO48Dz/Nreq0AgAFmW5zJciqIgEAig2+2i3W5vlN2WJMlaDHH6ukgkYvv4SZKEVCqFwWAAXdcRDAaXfnfUEZe609LPZ4d8Po83velNeMtb3mL7szAYjM1g4ozBYOycn/70p3jsscd23gexKdvONwoGg5jNZpjNZo4t9gkhUBRlIyMLv98PXdfnAtV8Pn8p4yCKIgzDWFiGGQqFIAgCWq0WJpMJotEoarWa433ZJdlsFuVyeWmQ7PP5trbh53neMovZlwX5OjiOg9/v35u5w3m27YVMpVIAFg+nvkgymcRgMLAtZCRJwmQymTvHNU2DoihblVRua8V/nlAoBJ/PZx3DVdk+Ch1TsC9TG0EQbJm8SJKET3/60ztxL2UwGJdZJc5YzxmDwdgIWkLzwgsvoFKp4Ic//OFV79JSIpHI1iV70+kUPM9vNN+Jmkgsc6BbhaIol0wBCoUCJElCMBiE1+ud69NZJBwvGk8oiuLwE+yedeMVDMPYWkzE4/ErKd1chWEYCAaDIITsvbRyOBzi6OgI7XYbgUDAMjyxW95XqVQgCAJkWUY8HgfHcRiPx1ZfIM1cSpKEmzdvOhJF4/F4LludSqVwcnKy9TFyc0Ha4/FY9v7j8djqV1z1Hh6PZ6+Z0ul0ajm4lkqlpYsfDz74IBNmDMaBwMQZg8FwxAsvvICvfe1raLVath3zNE0Dx3F7Gcy6CDeyJIFAYKsV+/MOdE7cBs/OzhAIBC5lHMbjsWM3Rsrx8fHWmUS3MQxjZWnmcDjcKnjcNuOyS8bjMVqtFuLxuFVmui4D4wb1eh31eh0ALNHjdPbXdDqFx+NBqVRaKEroWIFNRFGxWMS9996LTqdjlfQdEoIgwDCMueuIlqkGAgEA8y6wPp9v68H2m3Le+ASAJRAlScI73vEO/I//8T+uZL8YDMZlmDhjMBi2eP755/HNb35zowDX7/fj7OwMmqah0+nsfcaT1+vdasU9Go1ulDG7SLlcRjgcRqPRwNHREW7fvm3rdV6vdy7Ii8Vi6PV6Gwd6NKCMxWLQdd11tzlKKBSyDA/s9Dets+vWdX2h9bkdptPpQcwXi0QiUFUVo9HIsqunjng0YBZFEUdHR2uNLNwkHo/D4/Fs5M636tpQVXXj8yuTyeDWrVuWsAuFQlc6fuAirVYL+Xwe5XLZ+p7Ozs6gKIr13Z4vIfb7/Vfej0vPsbe+9a3I5XJ41ateBa/Xe6X7xGAw5mHijMFgrGU2m+Eb3/jG2sCCzgeifR2GYcyZL+i6DlVVXRE6dnHqwrYIjuNcGSQ9nU43yh7W63Xk83kAvzCz0DQNsVgMw+Fw4wxatVqFpmkLM3Pbomkams2mFUzTXq9lEEJWis1UKoXRaISzszNwHId0Oo3xeIx+v29LpE4mk72Yb/A8j2w2a53/PM9bIpweA5qtAu5kBC8e+8lkgtu3byObzaJSqey8P46WDJqmablfugVdkLGDqqoIhULWuXDxfFk13Psq6Ha7EEXxUiacno+TyQS1Wg2xWAztdvvKhdl5HnzwQTzwwANXvRsMBmMBTJwxGAwAsGaI0czW29/+dhwfHyMej+MHP/jB2sBinaEDZdl8pfMQQiyh1+124fP5IAjC3BBcu9B5X5siy7LrAb2iKI4E1WQyuVSC2Gq10Gq1EAwGEYvFIMuyVfZnGAYmk4mVnVlFq9WC1+tdOk/JLnSwtCiKqFQq8Pl8c9mt4+PjpQItFouB5/m5c0ySJKsEazAYWOKBlmOWy2Vks1lHYnfXM5vy+TxOT08vZURzuRwIIY7LSEulEhKJBFqt1s5K+s5/J07nztnBzn5T4d1sNlfeG/ZR6umUwWCw1ul008UTt4lGo3jkkUcAgAkzBuOAYeKMwXiFY5omXnjhBXzjG9+YK1l86qmn0Ov1EIlELHG0qsSq1WrZKhmzs3qcy+XmAlka5G/SJ7VtWdguyuACgYAr5VnxeBz9fn+pyYgoimszVsCdANOu2YaiKJZzJS2J1DQN/X5/Tggues/j42Mkk0mIoghCCGazGQzDQLVaRTqdRiQSwXg8xng8hq7rC/enUCiA53mEQiHH5iDryiY3gc7t0nV96bm5jW3/6ekpVFVFPB5Hp9PZ2tWR53nwPI9kMgnDMOa2d3Z2Bo/HA8Mw4Pf75zJ8TiCEWGYe58dNiKJoZeaKxaI1gPrk5MSW8JIkaaP92RVXOUTcCYIg4E1vehMeffRRZvrBYNwFMCt9BuMVSqvVwo9//GPU63VbA6M9Hg/i8ficIyAhBNlsFrPZzNaKu8/ng2EYCIVCME0TrVbrUrZGUZSlroh2e04IIVY2iBCy1cr1tg6By+B5Hj6fb+NyQruZSrvzrAghuP/++zEejzGdTtFsNq3vhgqQ6XRqZbDoa+jMqU2zboqi2BqU7QZumaD4fD5EIpGtSkqdEo1G0W63EYvFtspu2T2fCSGIRCK2ss6EEHAcB1mWEYvFUKlUMB6PrfOGzpqr1+vWYgntc3JiKX9oPWfA7u4PbhGJRPCnf/qnEAS2Fs9gHBLMSp/BYMxx48YNPPHEE45W9EejEQqFAhRFQT6fh2maaDQajrZB51TRQD4ej8Pr9WIwGGA6nWIymawM1JvNpiW6ZFm2Aj5VVREMBmEYBlqtFgghMAwDXq93q2D8vB14OBxGu922NTPIDrPZDLIsO35dOByGqqo4Pj62ldVrNpu2eq1M05wrnySEIJFIgOM4nJ6eLvzMpmludXzz+TwqlcreXCO3HbRNj32z2dzpPtNFD13XUavV4Pf7wfM8JpMJyuUy0uk0OI7bSBTYzbzRAcYXZ+L5/X6oqmqdL6IoWvPLBoPBXElnLBZbeq0MBgMkEgnb4szr9brS9+kWgiAgGo0eXB/cRV796lczYcZg3GWwK5bBeAXyla98ZeMV/+FwiEKhgFwut/VQ4POCgZZPFgqFlRmOwWBgBXQcx1lzmtaV7m1CIpFAp9OBqqpWiZebZUHVatWRa2MqlUKz2XTUZ6VpGiqVCrLZLOr1+soM1/l+PtM0d1qylc1m927l77RvS5ZlRKNRTKdT6LqORqOxl3EQyWRyTtS02+05UUUzZ+l02lpAqNVqtrKXTsxFdF3HbDazSmMzmQyazaZV/rzO/fLk5GTlbL/T01NomnbJedPv90PTNHS7XQyHQ6iqiul0Cr/fj2q1euWOm8Cd7+iQM2ayLOODH/wgEonEVe8Kg8FwCBNnDMYrEDfKmYvFoqslPednLtnFMIyVwqbdbuPee+/FbDZDsVgEx3Hwer3o9/srAzxZlhEKhRYKPrdLwdcFy16vF+FweC4otgP9DPT7KZVKCAaDGI1GSz/Drg0zKDRbuk9isZjtBQlZlpFIJKDr+k5E/zIIIZbLpR3OlzfaLdkcDAaOjv90OsXx8THC4TDOzs7g9/ut164TSZPJBIFAYGW2bjabWdk5URSRSCQwGo1QLBZBCIEgCNZ9od1uW2ZBg8Fg6/67TfF6vRv34+2LBx98EK9//euvejcYDMYGrM3HE0I8hJDvEkJ+QAj5MSHk//75zwkh5P8hhLxICHmeEPK/dr+7DAbDDdwqxSmVSlBVFalUypXtUdwSQO122xI/1NSk2+0iFoshFApZ9vQXiUajC41LdtFfsi7AnU6nIIQ4ylJSd8CLn6HdbsPj8SzN/i077jzP4+joCNFoFPF4HLlczva+LCIWi+19ILkdM4lIJIJ8Pg9JklAoFPZq9uDz+aySSUVRHL+eZrPXcXR0tJEwbjQamEwm8Pl8jl63bvGh2+1iOp0in8+D53mUSiWrjJKWTp7HNE2rp+2q5nOFw+ErGyZtB47j8Ju/+ZtXvRsMBmND7GTOdADvNk2zRwgRAXyLEPJlAK8FkAPwoGmaBiEkvssdZTAYzjAMAycnJ7hx4wba7Tbe8IY34OjoCMCdAM0te/her4der+eqcJlMJtaw5m2g2YR4PD5nMEKD7larhXQ6bbn4EULQarVWZkvczpytc5Oks7zs4PV6oWkaCCEIhUILM208zy/9DBd/TghBPB6fm9VF2eb7vgpL9EX9fYQQSJIEjuMQDodRrVavJCMiSZKV5dQ0zcoI0VLfTqeDXq+39lzjxnbjAAAgAElEQVS5mM2mfZnJZBIcx6Fer9suoV2Gk769UChk6xqmYyGcMBwOoSgKRFF0PF5jWziOA8/zO58/5xSe56FpGgRBwFNPPYVXv/rVWy+kMBiM/bNWnJl3ntY0qhF//p8J4FMA/qdpmsbP/263kz0ZDMZKTNNEtVrFzZs3cevWLdy6dWsukLp58yZUVcW73vUuvPa1r8Uzzzzj6vs3m01IkuRK4C1JEqbT6caBl8/nQzAYtMq8lgVRpmnadr5b53qoKArC4TC63S5ms5ktQSXLsq3g1efzrfw7GqQOh8O1nycUCi2dJdXv9yEIAjiOQzKZRK1WW5g9Wleqto599AwRQqCqKvx+v5V5jMViUBQFpmliNBqhXq/DNE3LYOUqSCaTaLfblqCiIkWSpEulvnZKF2u1GjKZDFqtFvr9Pu6//35cv37dtf11kq1ya2TEMobDIY6OjnBycrKzOXCL2PUg803I5/Mol8vW+XJ6eoqnnnoKH/jAB/CWt7zliveOwWA4wZaVPiGEB3ANwAMA/tI0zf+LEFIH8P8B+DCAKoD/ZZrmzxa89pMAPgkA+Xz+rduu2jEYjDtQ57ZisYjbt2+jWCyuDFDOz+SJRCI7yRC4ZVUeCoUgiiLG4zEGg4EjwUf7yqgAoRmTbYM3+tkCgQCAO4GhLMsIh8MYj8dzJYROhvlKkgRN09YGfKuOrV27fGB979U999yDSqWy8nhtmyXNZrMAsDNDhWUB+67O+01xYgYDAKqqot/vO8reRiIRdDod17JLqqquHSJPcet+cCjvc55UKuWoB3SX0DL1ZYse9913HzRNw/ve976DmxXHYLxS2dpK3zTNGYA3E0I0AP+bEPIGADKAkWmaDxFCfgfA3wL4tQWv/WsAfw3cmXO24WdgMF7RUFvrUqmEQqGAUqmESqViOwNBXc4ouwpQNw0ARVGE1+vFeDy2rPSz2SzOzs4QiUTg8XjmMhvUwto0TcxmM/h8PquPqtvtzq3WRyKRreZCUTiOuxTcTyYT24HqMsbjsa3hyKsyVU4cJNedM7du3UI0Gl0pzqjL5HA43CiLQEVZLpdDqVRytVQ0m80uFTy7GEK9KaIoOu5p6/V6jkVBvV5f6ZjolFWZ1/M4FZ7bsO/ByrR39VAwDOPSyIPz3LhxAwDw/PPP41Of+hT8fj/G47E1DJ7BYBwWjtwaTdNsEUKeAPCbAEoA/vXnv/rfAP7O3V1jMF55nJ6e4vT0FK1Wy7LPpv97Xb/JKlRV3UswUalUrKDM5/PBNM2V5gOhUAiqqs4Nsb64Al6v1xGNRpHP53F8fIzZbAbTNOdEAS35UxRlbqbP+cCD4zhomgav14vhcAhd1zEYDGwL3H6/b1vUlstlazWf9v0Av5iTZZomDMNAuVy2DA7uv/9+tNttS6ReNPPwer1LA2wnZYL1en1tpmHdXCRd163Ae5vAv1gsOsoyriMQCKzsXTo7O9uraFhFIpHYKHPYaDSQz+dRLBZti9p2u40HHngAN2/e3KpPis40s8O+hnMDdyz795E983g8CIfD4HnelVmHbkBn4tnZn+FwiH/5l38BcOde/YY3vAEf+tCHmEBjMA6MteKMEBIDMPm5MFMAvAfA/wvgMQDvxp2M2SMAXtzljjIYL3fOzs7wmc98ZisRtgxFUSwHP0IIer0eDMPYST8IDf4HgwE4joMgCOh0Ogv/VlXVpUFFqVSyyvXoirAsy0ilUkuD2uFwiHw+bwlROrw3k8ng7OzMmlPl9/sxmUyQyWQwGAzWii6/3+9YgBQKBdx33324desWZFnGeDy+NCeL53mr7PJ8XxAVkueFxioB5jTztC5Ad1L6pGkaRFFcumq/7n2WnRuAM8v9VCqFk5OTtcfi9u3bByHQNg2IdV1HoVBAKBSC3+9Hr9ez1bfYbDaRTqe3EhUX56+twufzYTab7aUXjC60CIKwk/snRVVV1xYS3MKuMKOc/9t+v8+EGYNxgNjJnKUA/P3P+844AP9smuYXCSHfAvBZQsj/iTuGIf/HDveTwXhZM5lM8K//+q87Cywmk8mlB/iubKipeyMlnU4vDcDXWfpfDBx0XV+bbThvcd3pdBa+NxVv9JjEYjEMBgOEQiEQQjCbzSAIAkajETiOQ7Va3SjjMBwOYRjG0gB1NpstFB+GYaDT6SCdTqNeryMej68UP05NWNZ9FicB2+3bt5eOJLgIx3HW2AVd11Gr1S7tu6ZpGA6HEEURvV5vrWvn0dGRZYZjV6TSfT45ObkS50hg+1K8ZrOJZrOJWCy21jiHZpXq9TqSyeTCMRHriEajjkRAs9l03dl0FbVazVoocDtr5/P5EIlE9t7Xto5AILBV32alUsF0Ol2bKWcwGPvFjlvjcwB+acHPWwAe3cVOMRivBDqdDk5OTnB6eoqXXnpppw5giwRKOBzeyyDgk5MTEEIWBmoXf0ZdAgVBcOSkeJ5N+orq9bo1Y8lNKpXKxuVWtOyR53nUarWVc5Wc2JsD60Wxk6CaZmLX4ff7MRqN1roi+nw+tFotS9CqqmqJM5r9rVQqIIQgkUigXq9v1PdXKBSQTqcxmUzmgnk64HjXDo5uXe/VahWhUAjD4XDuPPD5fFbm8fz5t6khhNPFiel0urEQ3BSaaeY4znapbzAYhKZpSzOp0WgUjUbj4IQZcOe+vs0oAUmS0O/3wfM8VFV1ee8YDMamsOUSBmPHUDOPSqWCcrlsDVDdV1nVeZfGq8AwjKXladPpFIFAwBKP6XR6a4G0iTgzDGNn9u7bmq/MZjNEIhHruFBBEg6HrQDf5/PZ7inkeX5liaaiKI6ySaZpQlGUtb1n4XB47TkfDAYvCaJqtQpBECCKopW5SaVSME1z676fcrkMQggikQg0TUOv17PMNtrtNrLZLHRdR7VadXWeliRJjgX1KprNpuWA2W63EQqFUK1WL2WQCCEry0hX4fV6HZdBX0VGxqkjZyAQsEpdS6XSnAjNZDKo1Wp7Gf2wCdv2azYaDfzFX/wFOI7Do48+yiz3GYwDgYkzBsMBlUoFzz33HARBAM/zEARh7n/Tf6lhBRVji2Ze0TlSu+yR8Pl8SwPtfQ5uDYVCC8UZDSwIIRBF0faw5VUckiMfcKevIx6Pb5UpqVarSKVSkCQJZ2dnmE6nkCTJyiQ56Ydb5WYI3BFRTjNGx8fHyOVyK/eD4zir/LHT6Vwy7uA4Dh6P59I26Cyrfr9vZQ83tTCn5xnHcRiNRnNDnhfNAqOCWNM0TCYTR4YYqxiPx46yO3Y4OzuzrvVlQj2VSm0czDsRPPF4HB6PZ22GdheIomjr7wRBsMyFgDulruFwGH6/H7quw+v14vT0dK/z0+yyyMF2GwzDwH/+538il8shFou5sk0Gg7E5TJwxGA74/ve/j+9+97uubOvk5ASpVAqnp6c7WZkNBAIQBGFpv87p6eml+VjZbBYcx1lzkZaJJY7jEAwGMZvNEAwGAdwJopf1Ra37fKZpYjweu9L/47TPRRAEpFKpnbqvbTtbSNd18Dw/J6q63e5GLonrBPAm4vZ8Zm8Zs9nMKg3L5XKWOAsEAggEAhiPx0szvG5mmX0+H5rNJrxe76Uhz8ug++rxeJBMJnF6emqdZ5FIBMPh0JFo83g8AJyXo67Czve26NoIh8OW6L94nXo8Hui6jmw2C57ncevWraXbFgTB6pGkCxEejwd+v3+vtvN27iEejwderxetVmvunKOGPaFQCPV6fa8LWHYJBoM7GYWi6zqefPJJfOQjH3F92wwGwxlMnDEYNqnVavjxj3/s6ja36UlaRzAYXCs4qE09LTu8GGDncjmraZwSjUYxHA7RbDYtt714PL4yON1n34mTwCUajWI6naJYLCKfz6Nara7s7doE6pC5DZqmXfpuNhFmkiStPD48z290Lvp8voXbjcfjUBRlTpgBvyh1DYfDKJfLG5faOYEQAkmSoKoqms3mRhmw0WiEk5MTaJqGQCCAcrmMer0OURTXGpdQvF4vRFF0be4YJR6PrxWxdK4VLdfs9/vWPufzeZimCdM0wXEcdF23TD3ofSSbzS402YnH45hOp5fOndFohFgstldxdr5HkRIOh9FqtWAYBhKJBGazmbWQtGjhaDqdHqQwA+5c925nXSk/+clP8NRTT+Gd73yn69tmMBj2YeKMwbBJKBTCo48+ii9+8YuuGmmcnZ3t5GFrJyAaDAYrP0upVLKsmj0eD0ajEbxerxXY0PKsyWSydDsejweiKO4tQFMUZeVnUhQFsVjMMlCg+3U+q3NR1EYiEWse20WRFAqFMJvN0Ol0IEnS3Mo9IQShUGjrrFwwGFw5v8suqVRqaQBPCHFsta6q6tIyyFWLDvTv92FIA/yiN0fXdVcypK1WC/1+H16v18oy282OmqbpujAD7Bl2lMtlKIoydwxEUcR0OkWz2Vx7jZZKJQSDQaiqil6vZ5Uvrpq55sZ564TRaDR37mUyGZycnFhD69f130qStNUsuF2jKIrrC0gU0zTx9NNPwzRN/Mqv/MqVlKUyGAwmzhgM2/A8j9e+9rW4ceMGnn32Wde2OxqNkM1mXXcKpKVT20BXzTVNw2AwQDQavRRwG4aBdruNTCZzKUjPZDIol8uulm+tY9XnDgaDGI1GK7NDNIs2m80s0VypVFCv10EIQS6Xs2zbaVAL3BE+1PpdlmVMJhM0m01b2ZR1uNX3smoB4GLQbgdVVZceS7fP520ol8tQVdUVoUyZTCZz2ZVVZYW05I8Olt8FdhZ3ptPpXBacihhJkmwvnui6jkgkgslkgnq9vlbIdLtdyyzG7/ej3+/vJOsTiUQgSRLa7TbG47E1wsNpXxbP8wdpAOLxeBAMBl25n6xiMBggmUwyYcZgXCFMnDEYDnnLW96C5557ztX5SG4YYZwnmUy6uvpLV7+X9ZQtChoURQHP83uZdUTLzEzTxGQysVb2KaFQCIIgWIHbOpYJjlUOgZVKBZqm7aSEc9ueNUqxWLwkooPBIILBIHq9nuNM1jI3vosDtA8BOn9vUWbUDVaJs0wms3N3VqelobFYzDrPndzLDMNArVZztGAwGo0sW31FUaBp2samLosIBAJzZbWDwWDj80/XdYTD4b0uKNlhV/eWRSiKspf3YTAYi2FLIwyGQ1KpFP7kT/7EVVerVquFXC7nyrZUVcXZ2Znrg1hX0e12EYvF4PV6EQgE4Pf7EYvFYJrm1v1WqwgGg8jn82i1WigUCigWi2g2m5jNZlAUBblcDtlsFq1WC9VqdacDhxOJBGRZ3sm2q9UqwuHw1tsJBAKXvg/aD7bJiny9Xl+4wh4IBDbex10RCoWQSCR2ZvyyzHU1nU7vdF4apdfrObKur1arG91zxuOx48UCXdctYTEcDl13QPR6va5ty42Kg11QrVaRz+f34kb79a9/faPZgQwGwx3IPla1KQ899JDpZjkYg3GVnJyc4Etf+pJrwZ4kSa7Yye/KYMQptCRwFyWbR0dHS4cP+/1++Hy+vZqQUNODXa62S5JkZR82EZmCICAWi2EwGFildW6cKz6fzzpnPR4P4vE4yuXyTkdEOMHr9SIWi+H09HSn3w8da0CPJ8dxSKVSexFmhBBkMpmNrjNN0+DxeBxdL9vOTiSEQNO0tXPTRFFELBazRKdpmuj1enOvUxTFVQOPQ7l/LmPdPEG38Hq9SCQS+LVf+zXce++9O38/BuOVBiHkmmmaDy36HStrZDA2JJlM4v3vfz9eeOEFFItF3Lx5c6sSvvF4bNnfb/vwPYSyMtqftYvMGQ3SFtHtdvfqDidJEiaTyc7LoMbjMQqFAmRZRj6fR6PRcLS6PZ1OUalUEIvFrAzfsjJV4I4DH+2tW8VsNoOmaXNGBYFAYOe9MatQFAWiKGI0GoHjuL0MfKeLNOl0GuPxeKMevk3ZVJgBsGz0nbBt5ss0Tfj9/pXijBACRVEuzWWTZRmpVAqCIIDjOBwfH+90IYDneaTTaei6vlHp793KYDDAzZs3kc1mmThjMPYME2cMxhakUimkUimYpom//du/3TpDRIPlo6OjjQNKuuqraRp8Pt9eVu4XYRgGDMPYSQbrqvpBMpkMxuMxqtUqJEmCYRhIJpN7XWnXdR2FQgGiKCKbzeL09NSyPrcDLXe95557rFl3x8fHMAzDyq6NRiOcnZ0hnU5bjpY0M0EzosFgELFYDLquo1QqWYsB9F9qoz8ej9FqtXbmMHcRTdPQbret99tlKesiyuUyIpGIa8JMFEUkEgmUy+WFRhWqqjq+74TDYSiKAo7jLCdVJ9+P07JGQsicyPf5fBBFEX6/H6PRCIIgYDgcWqYeoihC1/VL2TlCCPx+v6v9ahe52KubTCat75IOfp9Op3s9p89jd8i2G8iyjEgksrf3YzAYd2BljQzGFkwmE7z44ot4/vnn8eKLL7pWWkNt693gqst0crkcSqWSq8YgyWQSrVZrryLtvJGGLMuu981sSzqdxmw2gyzLMAxjYTDv8XismWT3338/Go0Gms0m/H4/wuEwzs7OFgacNAva7XbRbDYdj37YZSkWIQTxeByyLKNeryMSiVzp+U5LT1fBcRwymYxVoufz+aCq6lzPIs0O93o9TCYThEIhDIdDhMNh8Dxv2fc7/ayL7gdO7xG0xHZV9jaVSlkChjoNSpIEQsjc6wghEATBcj91uu9uEg6H4fP55ua61Wq1hfcZRVGs83o8Hu/cfn+TbPm2PPjgg/joRz+6075hBuOVyqqyRibOGAyHzGYzXL9+HT/60Y/w05/+dGfDSlOplCsrxBzHIRqNOi5dchO3bcwB7KSXbRFHR0cwTRPHx8cHPf/oItFodK5sMZlMYjAYoNPpIBKJOBrWvS27ELM8z1ujGg6lvw1YPCePQvf5fF8aIWQv51UoFILf718obuhgajqc2W62kRBilRjSAJ7OD9zFYHG37omLCIVCaDabyOVyME0TPM/bql4QBAGCIOx8oWjf1+yHPvQhvPnNb2bCjMHYEazn7GUKFdbs5rkfTNPEN77xDTzzzDOuW98vwi1XLsMwduYiaBeaAXBz5XsfTfGSJO3cSGJXGIZhCUsAcyJmn0FeLBYDx3FbGUgsIhgMHqRxg2mayGaz6Pf7Vk+V3++Hpmmo1+tz+7yPeVqKosDv9+Ps7Gxpj9f5ERFOrlHTNC/1hGWz2Z2Vku5C8FFUVUWz2XS8gER7Lt28R+TzeUynU3Q6Heu+WavV1orTcDgMr9drDdw+b1Bjl2g0Cp/Pt7N+YQaDsR4mzu4iGo0Gnn76aZyenqLX66Hb7eJ3fud38LrXve6qd+0Vwbe+9S088cQTe3u/UqkEv9/virnFVfRGLMJNo459WEpPp1NXbbr3SavVsgK8q2LRYHK38Pl8MAwD3W73oDKaNJsryzKOjo4wmUxQLpf3alJznvPzzOxwfHw858DpFPr53S5B5HkemqbtbGFsUyFimubcHLdtEUURzWbTOl+i0ah1HOkMtkVmO8FgEKIozlUThEIh8Dxv+/pIp9OoVCqo1Wp49tln8b73vY8JNAbjCmBzzu4STNPEY489hmvXrlnN97PZDJVK5UqDr1cSqqru/T39fv/W26A9SIeAG5+Hso/vwzCMg5zZZQfDMFw93k7ZtY18sVhEq9VCOp3e2Xtsg67ruH37NjiOQzAYvLL9cLowM5vNFs6uc4rbroaapl2ZudE6er0eTk5OkM/nt97WZDKZE0TnS5NnsxkajQY0TUMkEsHR0RH8fj/8fj/6/f6l7HSz2UQ0GrU9u+38XMrvfOc7+PM//3M8+eSTB/P8YDBeKbDM2V3EIpemb33rWxiPx3j/+99/BXv0yuKBBx5wbISwLeVyeWszBV3XkUgkrtTaHLiz8u2WvX88Ht9LvxmwX3c0t9lnT/FFKpUKgsEggsHgwfWF7QNFUeayVpqmYTKZ7F1kKIri+DXBYHCrTB/Hca6Xznq93p2U4/p8Pte2VSgUtu4NW5YZO0+r1YLP58NoNFqbSTw9PYXH40E2m7XKi8fjMTweDzRNgyAIVimnKIpzz7dut4snnngC165ds55/73nPew52UDeD8XKBZc7uEkzTXNovMBqNrjzwfiUwGo2uJNh1Y9X9+Pj4yh+os9kMXq9369XlYDC4tx6waDS6dlDuIUOH914V7XYbhUIB0Wh0Z+9xVeWCq6AZy/Nlfa1WC/1+H8fHx65kWOxyenrq2Pp+28wZz/Ounns8z0OSJOTz+Uv9s4qibCywwuEw+v0+RqORayWY2/bbNRoNW9fLcDi0nRkfjUYolUooFArQdR2maWI4HKJSqaBYLCKTyViuuovodrv43ve+h2vXru2l35rBeKXDxNldAsdxeNvb3rbwd8899xz++q//Gs8888zOnAMZdwL1T37ykxutRG9DsVjcOpiTZfkgMhcnJycoFArIZDIbvV6WZYiiuLdS3n2+l9uIongQvVj5fH4ns+4obmY+3EKW5ZXlhPscEK/rOpLJpKPXFAoFHB0dbfyeqVRq62dRIpFAIpFAPp9HIpHA9evXLXGRSCSQyWSgaZo1XmATGo0GwuGwa9fJKtfGo6MjZLNZW9uxY+AkiqJr19Xx8TGKxeLaqpAPfOADbO4Zg7EHWFnjXcJkMsFLL7209Pe6ruNLX/oSjo+P8eijj97VpViHCiEEhJC9m2uYpolCoYBsNovj4+ONsneDwQDpdPqSs9pVsUk/ChWopmlCUZS9fA9XWRa4KYqiQJZlDAaDKx2fsC/c6I9ym3ULOJ1OZ6ez3y5CS0ydvN/t27chSZI1m8xuhvLo6MiWBf06hsPh0oWRi71VxWIRgUBgo4UUt5wlBUFANBq9JJiSySRM07SOiR2THDtjJwghey+zv+eee/b2XgzGK5nDe6oxFvL000/jxo0ba//uBz/4Af7qr/4KP/vZz/awV688vv/971/Ze5dKJaRSKaRSqY1eT8uMlrlv7avsMRwOOy4VTCQSKBQKKBQKKBaLkGUZ2Wx2p1nMWCy2t+DZTTweD1qtFsbj8ZVm0jOZjDUsfFe4PTvPDdLptK19uliSJssycrncTjITwWBwozlz4/EYvV7Pms9mh03L3hRFQTqdRi6XQzqddiy0NjHuyefzrg11ns1mC+8XjUZjTtjWajVks1l4PB4kk8mFWU07DrGj0QjxeHy7nXaAKIpXYorFYLwSYZmzu4BWq4Vvfetbtv++2Wzic5/7HF73utfhve9975U6hb3cuOp5V+VyGT6fz/FQX03TcHJyAk3T0Ol0kEgkrD6UXq9n9TQmEglrqCodSOv2Zx6PxyCE2M5KEUIuZYJbrRZarRbC4fDOMmgejwfVanUn23YLQghUVUW/30c2m4VpmuA47sr75FYNYnaTQCCw8LNKkuQ4I8LzPOLxuHUt6LoOr9drO8tLCEEsFrOdnS6VSlZvkdfrRavVso5ZNBqFLMuuGYd4PJ451z+n0OvNjj2+0/424M7+BQKBrTL7p6enKzPqHo8HHMdhNBrBMAxks1lXz1HTNBGJRC71bYVCoblMn67rKJVK4HneyrJls1noug6O4yAIgu3+t263C03T9lImO5lM8M1vfhO/9Eu/xEobGYwdw8TZXcC//du/bdQv9JOf/AQ/+9nP8Mgjj+CXf/mX9zIX6uXOrVu3rnoX0O/3bQW/kUjE6jXr9/sYj8dWwEozKxdLYi6WC4miiFgs5qpIMQxjrTjzer2IxWIYDAbo9XpLG9UNw0A+n0e73bad5crlcuj1eksFDCHEdvbjKsnlcjg7O0O324Usywc1kNltG3Xgzvns8/lACMF4PMbJyQlGoxFyuRwMw8Dx8TECgQBUVcXp6SlisRgIIZZY4DgOs9kMk8kEtVpt7tyng5rpgF+v1wufz4dIJGIdV57nIcsyJpOJlZHkOA7pdBqSJKHdbjsuI10mmOjP3SwRdAM7CyrLMvOBQACaplnnqyRJqNVqCAQCEEVx6+ttMpkgHo8vFLR+vx+SJKFer0NVVQSDwY1LxO0SiURWZsDO97k5dZ4VRRGpVAqdTmcvwozjOGSzWTz11FO4du0afvd3fxf33Xffzt+XwXilwsTZgfPSSy9ttXo6mUzwta99DT/4wQ/wW7/1Wzg6Otp4qOR0OrXcnUqlklVelsvlrAbtZDL5su13azabB2MOMZ1O1/YbKIqy9KEfCARsBZKTyWSjlXDgTjDr9XoxnU6t4DCVSqHf71v7HQqF4PF4QAjB6ekpZFmGqqpoNpu2glK6og/8oudDFEWMx2OrN80wDAyHQ9RqNWQyGRSLRRBCkEgkIMsyKpXKXPlfOp0+2HlKFPrd0uByk5K1XeLWdUKDwn6/j3q9blmUZzIZ+Hw+tFot6LoOnueRz+dRrVat7MuqBQVFURCJREAIwWg0Qr1enxMwVFxOJhNru6PRyPo5XfSYzWYolUpbDW1exe3bty+JRKckEolLiy67ZNEiYD6fx/Hx8cLzYjAYuDbovdlsQlXVS6WKgUDAuqZ7vZ5rpYznSafTIIQgl8uBEIKTk5OdWP8Dd2Y87msxRlXVucWf0WiEf/qnf8Kf/dmfufa9MRiMeZg4uwtwo2G5Wq3i7//+78HzPEKhEEKhEDRNQzgcnvv/5wPxXq+HYrFo/VepVC65WvV6Pei6bvVicRyHj3/843jggQe23uerxDRNGIZhBRrj8Rg//elPD2YYZ6VSWVlipCjKyhIhN22ufT4f4vE4Go0G/H4/xuMxZFlGsVhEt9uFIAhIJpOQJAmj0QiiKELTNIxGo0vZq8FgsHHWZTqdrnQvi0ajVu+HaZpWwEoDewA7KePcBcPh0HFp676gxjXb4Pf7EQ6HUavVLp3jkUjk0vZns5mjYHU4HNrKVozH44XbvXjceZ7fmTlDv99Hv99HKBQCz/OOyhM9Ho+rJa6tVgt+v3+pOYjX67WymRRqaLSKwWDgSoZ+MBggk8lcEl+7di21U+7pFqIoYjgcIgZO6sMAACAASURBVJVKWZletwmHw/B6vej1elb1wnne9ra3MWHGYOwQsk83soceesh89tln9/Z+dzPtdhtf/OIXVzo07gJVVaFpGvr9vu2H+sU6f1mW8Ud/9Ed7bVZ2k36/j+9973uoVqtWqU232z0IK/rzLHMnSyQSK53O6Cq23YCFliMZhmEJVloWSG3Sp9PpWvvwu4V77rnnIMpXL+L3+6GqKnieXytErwJBEJBOpx0HqTTbMJlMwPM8xuPx0qwuLeU8RFG6jz67TQYch0IhVwRaJpPBycmJ1Q93dnaGRCKB8XgMjuOshSxCyEalmG6JjWw2i1KpBI7jkMlkMJvNduZS6/F4oKoqut3u3s7JVCqFk5MTmKaJaDQKj8eDcrns2sJALBZDvV5fur23v/3teOSRR5g4YzC2hBByzTTNhxb+jomzw6TX6+Ev//Iv74pVfOByA76mafjjP/7ju8bdaTqd4vr163jxxRfx3HPPWULskOznF0FXbD0eD0ajka0eFTdWeWkwRssB97lyvEvogOtDC/4P/fgqigJCiO2sZyAQQCAQgK7rKwPBi9AeMlmWEQwGD6ovkBr1NBqNnb4PXTyz68SZTCa3EvKxWAyKoqBarS5cfLlYRpjNZtFoNBxlwLcZE3IRWrrf7XZ3VlYI3LlXiKK4ldHKJiy6F1Azm23Frd/vtwyiFvGrv/qrePe7371xawSDwfgFq8QZK2s8UK5fv35X3QAjkcjcg6HVauHv/u7v8Pu///sIhUJXuGerMU0TjUYDX/7yl3H9+vVLvz90E5VisYh4PI5qtQpN02ytWJum6Th7dhGaRTu/zZcDkiRBVdWD6zk71HsBz/OYzWaIxWKYzWYwDGPhghI1ziCEoF6vo9PpbNSXZpomdF2HruvodDoHJVo5jtvL6IJWq4VQKGRZ8RuGgfF4DEmSwHEcWq2WZY5BS4ydIsuylYGv1WpLr2+e5y/1GJdKJQQCAeRyOXQ6HVtGPaVSCfF4fKu5fKqqIhwOu2KgsgpaAl2pVBAKhZBOp3F6enqlA99nsxkqlQoikQh0XV/bU8dxHBKJBM7Ozub2OxwOLy1ZDQaDeOSRRw72XsRgvJxg4uxA+epXv3pXlYgtGgTbaDTwN3/zN/jEJz6x8WyuXTIYDPDTn/4U//7v/770b4rF4kEFgBcxTdMKaOy6dtFsg1tOcMDVjxhwC0VRDvK7vn37NrxeLyaTCVKplFVeSgUyIWRvzm2UfD5vXR/NZhPdbtcae0D3cTab4fT0FIZhOHaks8NVBsQX2efohWazubZUkV7b1GXSbjaY4ziIomjrOliWrfH7/dbCkZ1ePEEQIMsy8vk8CCGYzWaOSusJIfD5fK5fu7lcDqZpWr1+pmliNBpZ91z6775GR6wbuF6v1xGPx5eKs2AwiGAwiGq1ikqlYo1OoYtRy74nSZLw4Q9/2NVeZQaDsRx2pR0oDz74IK5du3bVu2Gber1u1fqfp9/v4zOf+Qxe85rX4G1vexvuueeeg1h5MwwDn/3sZ22VLO4z4N0XqVTKtWBZkqSDzzDapVAouCpa3YSWiS0LQPcxRNzj8VjBX6PRuGT2YJomJpPJXgQu7Xc8FNYFzlfFbDZDMpm0nQ2Ox+O2j+uyYJ2K5rOzM1uLW4t6FQkhODo6Qq1Ww3A4XCocEokEJpOJVfLqhoEWcOeznXdEpfu0qFxzF6MjLpJMJlGv19cey7Ozs7lSVkVRMB6PkclkUCgU5jKZ1BQpEAhAlmWUSiUEg8FL2c6PfOQjODo6cvkTMRiMZTBxdqC8+tWvvqvE2Wg0Wiq6DMPA888/j+effx7RaBRvfetb8eY3v3kvweR5TNMEIQSVSgVf+9rXbPeS0cHNLxeOjo5QLBZdayCPx+M7yYpcFZ1OZ2+DXd0kFArtzL0NuBMc7kt42WE0GrkWiLuBLMtWmeehUavVbA1+V1XV0Xm/rAROkiSEw2E0Gg3U6/WVDo/LME1zbpFE0zToum5VlPj9fiiKcmlMQCQSscrVtyEej196Riw7fj6fb6f9bYCzslk6C9MwDFQqFXg8npXXLX2+LTJleec734lXvepVm+84g8FwDBNnBwZ9qBxSo7ub1Go1/Md//Acef/xxvPvd78bDDz+88/ccj8f4/ve/jyeffBIcx6Hf7zvqkTo+PobX693L6uiuyWazrmaFvF7vXSdi1tFsNiFJ0k6tqnfBLkuORFGEYRg7D0CdIIriRr2TtJ+K3gNowCuKIiqVysaurId8Hei6jvvuuw/1en1lD5iqqo6ykYvEXC6XQ6FQsMRqv99HMBhcueBh5/trtVrgeR6ZTMYqNVz0nKSlfdtSLpeXOuIu2reLxit0Pt4m4wzoHL6TkxPE43GIoujovm0YxtyxsfvsWlSefv36dbznPe+x/d4MBmN7mDg7ADqdDv7hH/4BgUAA5XIZgiA4XmU8BJyU9UynUzz++ON46KGH1g6tNk0T3/nOd6DrOl7zmtdAlmVHJiOPPfYYnn/+edt/f5HZbIZIJHJXizOO45BKpbZquF9EIBA4qNIyt6B27hfHRFwkkUgAuJNBuMrzgwZyuyKVSh1MxgyAZcIwnU6hqipCoRDK5fLaIJ+6RC77LNs4G9oN5PeN1+tFJBLBjRs3oKoqcrmcda+mx4sO4d62zzkej1uiQNd1a4GDCsJFAi0YDNp+3s1mM1vlmWdnZ1sbjAD2v1OabVcUBbFYDMAvyo9jsZij3rlsNotisWiZpDQaDcc9vdTR0wn5fH6h8+TJyQn++Z//GY8++ih8Pp+jbTIYjM1g4uwA6Pf7qFare2sm3xVOVwdnsxk+97nP4Q//8A+X/s10OsUXvvAFlMtlNBoNPPHEE4hGo/iDP/gDBAKBldvvdrs4OzvbSphR3HZho66AqqpiPB7vJLBOpVKQJAmTyQTNZnMnDoS7dqfzer0IBAJoNpu2DA2oGcVgMIDX60WtVttYNNF5PxS/3w9JklCv18HzPCKRCE5PT0EIufKRET6fb6eZm0MaLZBIJObKzXq9Hnq9HvL5PMrlMnieh2maCAaDlolKp9PBYDBY6xIpSRKy2SyAOwsa3W7X2tZkMkG9Xl94LA61TzESiaDf71uCiR6ri2iaZglcJ5w/FovK2i8KhH6/j6OjI4zHY4iiiHq9jkAgsJNKETfKS1utli1Dk2g0aomxbRYxaNaRcnZ2hkgk4kichUKhje714/F46ed8/vnnUS6X8fDDD+Ptb3/7QfSNMxgvZ5g4OwAikYitB8AhE4vFNhKXZ2dnMAxjYdZN13V8/vOfx82bN8FxnDVPp1ar4fHHH8cb3/hG3H///XjxxRetmvhisYh6vW6JMreO6cnJCTKZjCsChzbINxoNNJtN11Yj/X4/QqEQTNPEdDrdS0necDhEPp/HZDJBr9fbOOMbj8etIdbD4RD9fh+iKGI4HGIwGECSJKTTact4xDAM6LoORVFQLBYhSRJisRjG4/FccKOqKrLZrNVvo+s6eJ5fKYYlSYLf77fKo8bjMcbjsbX67/P5MJ1OrVV50zQxHo+vdCZeoVCAJEmQJMl1l9dDEx7LrOELhQIIIZhOpxBFcaP70bLAmgrfbDZr9f7QkrV92LdviqqqtkpRW60WWq2WY9fB833DqVTq0vnf6XSs64/ek84fK1mWdyLMEonEpV60TQgGg2tt6QkhK6tGaFn8aDRa+TzSNO3Sz6LRqOM5apsumNF74rJB5+12G1/5ylcAAO94xzs2eg8Gg2EPNoT6ADAMA//4j/+Il1566ap3ZWPy+TxarRYEQXDUiC0IAj796U9fcvvr9Xr47Gc/e6mG/2LwRAXbxz72MXz3u9/FzZs3537vlqAC7jyofT7fRmUmlItN7cD2Q2IBbD23zC1otoLjODQajZVDawkhyOfzODs721hQBAIBTCYTcByHwWBgq5cwEAhYGZGLaJoGTdNw69atjfZn00UKN6A25G4KBZ/P57g8ate4cb1sQigUQrvdtgLsaDQKWZYPbiaeKIqWq+ai2Y3rXqtpGmaz2dr7OCEEgUDAWrQghFzK/FzkoqPvLkpBFUVBOBx25Xuxcz3bfcZEo1F4vV60223Ismy5S9J75aKFLVEUMZ1OHfVIq6oKj8ez0XBsOwsxhBBEIhEEg0H8+q//OjKZjOP3YTAYbAj1wUMHQt7N4ow+kJ2WdxmGcenBU6vV8NnPfvZSmRYt8Ti/qkdXNT//+c8v3P7x8TGi0Sgmk4lVQtjr9ebEgM/ns7JXhmFAURQQQi4FGe12G+12G5qmIRqNbuRQOBwOL5VFbeIqls1mrab4Xq93MP1A9BhR6PyhcDhsOYf1ej14PB6MRiO02+2NDRgAbBTYBYNBDIdDRKNRVCoVy0kum82i0WhsJXAbjYYVrOw7aKdmQtFoFBzHzfXbiKIIjuPWlidSI4LZbGb9dyjiLJVKYTKZXFmPoyAIc5kPGvy60dvkJjzPo9vtotvtOl4soBlBYH32yefzzd1HTdNcW6lQKpXmFtkURXFVnAWDQYiiiEajsdF8SkEQoCgK+v0+MpmMrayeXSOeWq1m280zm81iOp2i2Ww6EmaJRMKqNLDjznkRO/tmmiZqtRp0XYfX63W0fQaDYQ8mzg6A69ev49vf/vZV78bWKIoCj8eztgzkPLQ8jT7gbt26hc9//vMLM1Oj0Wijh0EgEMCtW7cs0UCH5/p8Pmiahl6vtzC4WlbiQ0uA8vn8nFA8H5wsqt+n1tIXGY/HS0tJLkKP8d1iXW+a5sI+F/r9tlotRCIReL3evTmUEkKQTCZRLBYRDofR6/Xmvmva0L8J5w0L9p3hKRaLc6v4qVTKytLOZjPwPI9UKoVqtQq/3w+/34/pdGr1adFerkM8t6LRKKrV6lZCfhuWBfqqqm6UodgF1JzmvKCqVqsbiRS6nVVljl6vd+66zuVy4HkeHo8HgiDA7/djPB5fuq+Zpmm537rdJ+n1eq1y7kKh4Eg4B4NB9Pt9a5i6nfuRz+ezXcps93tYNC/UDoIgoF6vYzqdotvtbjQYe5WT53l8Ph8+9rGPOTLmYjAY9mFljQfASy+9hP/+7/92xbjiquB5HuFweKOSrt/+7d/Gm9/8Zvzwhz/EY489tnb11a6Q4TgOmUwGJycnl+rwY7EYOp3O2kzCJg844I6bnCAIc4LN4/EsLTPieR6qqiIYDOLk5GTh/KZoNGr1Y70c2TSIdIrP5wMhZOUiQiKRQKvV2soIgxq+7EugxWIxTCYTxwHvoc7mOs9VllfSMtyL+xMMBkEIOYiyRiq6F4lXaj/v1BxHkiREo1EIgrDwuhRFEel02ho8vqjHlZY6UoOe4XCIRqNhucfyPG/Z7ofDYWuMhSRJkGUZpmnCNE1bYmXRvdruswJYPONrHYsGNi+Cui6uW1ygC36bnOuLSkSdPr/s3IP9fj8++clPXrkJEoNxt8PKGg+cBx54AOl0Go1Gw5Um5qsgFottHIRyHIcnn3wSTzzxhO2/t2Ogsqosxa6IrFarG5m1LFpNzeVyS/9+NptZJYEej8eakUPLhnw+H0aj0ctWmAF37LxFUdy5A6SdY+jGgONerwee5yFJ0l6GJXs8no0WRw5dmAG/cPnbt/GG3++HLMuXxFkkErnSUmKPx4NQKITBYIB2u43BYLA08J/NZpZZit2sjCAIUFXVuo+dF/CSJEEURUQiEev7SKfTC7eTy+XQbDYv9VPxPI/pdIpCoWD1VdH9WnR9XiyxTCaTlmMgLeNcdK/3er22xdlgMLDKre3g8/msHrJViKIIVVXXZvDo53Fyj6djJKgp0kWKxaLtRS+/37/y98lkEvF4HK95zWuYMGMwdoz9wVSMneL1evEbv/EbV70bG0PtxTfhC1/4gm1hBtwRTIseROehpYvbMhqNkEwmt94OsNhqetl7FgoFTCYT5HI53HPPPZYb4suZfr+PaDS60LVs33S7XYTD4a230263oSgK8vm8C3u1mlar9bIuM9rUhGcbBEFYWLZIF22uAkEQEAgErPlhkiTZyt7QEuN1QTjlfAl2MplEOBxGNpuFJEno9/tzAf+ivisqChYZXZzPtE0mk7WLF6PRaE4AzmYzVCoVVCoVlEqlpZ9/3XbD4TCOjo4gSRICgYDtcyyfz2M4HNrKtEWjUdy4cQP5fH7p+BdFUSBJkiPBHwgErEHcR0dHUBRl4d/R8k6O4xCNRsHzPJLJ5NxzLZ1Oo9vtLj2nU6kUPvrRj+LDH/4wXve619neRwaDsRksc3ZAyLIMWZYPaqaQXbxe78Y26k6zUnaMDdzMvvR6PVeyH05nw0ynUxSLRciyjGQyeTCmH7ukUqlYK/zn7bf3Dcdxrs3yoRnRVCoFQRAwHo8XZsgDgQB6vR4Mw5hr5s/lcgsNai5Cr79MJmMNaH65QHvO9g2dsXeRyWRyZaNPptPp3EKNk/tSq9VaOorgPLPZbK5n8vj42JqZdv69ZVm2SoCBO8+BcDiMfr+/MiNrmqajZ1273bb6Jum/djg9PbXs6JPJpDW6BYCVpb99+zb8fr/txTxZlh3di+m+0tdks1mcnJxgOp1amVm/33/JaXgVHo8Huq5bx0/X9ZWVKx6PZ66S5OTkBF6vF/l8HrquWxnSi+e6IAh473vfi4ceeojNNmMw9ggTZwdELBaDqqp3pTg7b6m8a/x+/9r32lQoLqLT6SCXy+H4+HirgGwymTgqm6Houo5CofD/s/cmv9Jk9d3nN+aMiIyc57GqnrLBrioMpkAYYdO8tmUQyBiLBe6FZW/ehTf9J7y7llq9c7sl6125kSVEq21s0xKmkS273WVsAWI0SEANN/PmeHOep4joxeUc55wRkeN9iI+ESjz35s3IyIgT5zd9v8hmsxgOh47UHZ8SyzMmgiBQb6lLWQV4PB5wHHdyoQcSZJLgk2VZOvcYjUZRKBTAsiwVVDBNE6PRiGbGrVIqlY6S0741PB4PhsPhVYKh9UCZsFgsLM8bbYPjuK1KtQAsBS2BQMCxubqV80iUPwOBABXNIW15oigiGAxCURRMp1O0Wi34/X4Eg0H0+3167/b7fcTjcXi9Xrzzzjsb9248HrcV5AwGA/j9fvj9fluva7Va0DQNjUaDqjFqmgZd1yGKIhXQAB5bFcPhMF1rotEoFEWhs2+kxd1qILdN1ff+/h6CINB2zMFggMVisTIfFwqF4PV66bVHAnJN0zCfzzf84Q4FToVCAclkcuXfRqPRxnns9/tIJpMQRREPDw94//vfjw984AOWPquLi8vpcIOzG2E6neKrX/2q5f74W+OSWbVD0sscxzneuOyi0WjQB3M2m0Wv17O9MSuXy44FRgDQ12WzWXos7Xb7uW53nM/ndHOjKApUVYUsyzBN8yzqjqqqQhCEk6vILbNN4IBskgzD2Bq82w1KiY+cLMsnN6W+NMFg8CrVU+CxfTGVSm0V/fB6vbbXgEQigclkQgUyQqEQptMput0uIpEIptMp6vU6FEVBOBwGAPq7k8mEyvk7bSEHHlvorHQfEPP1Tqez0lI4m81Qr9fh9Xp3qgImEglMp1PUarWV6hUhmUw6usdIG6cdDMNYSdYtG8oDjy19RKG1UqmsBCzHVmt3qQsvd3aYpkkr6qT9+f7+fmsSjjz71lvtrVwP1WoVPM/vragTu5NsNgtd1/Ev//Iv+LVf+7WdLZMuLi7nwQ3OboS7uzt897vfvfZhPAkOVenS6fTJWwDJBvell15CqVQCy7K2lMAIpwhiyUZIluXnqnXtEKPRiAbdxMB6WTTlFEiSdJOVSSfzTf1+n86gPdUALRaLXS0wAx5nnXYpGnc6HXAcR+etyIxitVrd+RrDMGhQMpvN0O/3IQjChnT78rUOYGOd2SXAYQVN02x5i20zWTZNE6FQiMrOsyyLVCpFr9N1xVmyTgmCgGAwiHa77XiGsNPpnNRbrlwun8X2IhaLWZbEbzQaBw28CeuBLvB4Tg6ZYZPK3zqaptHvRFVV8Dy/ci3e3d3h3e9+t6XP4eLichrc4OxGuLQK2VNmX8aaYRjLvjNO6Pf7NOMcjUYtB2exWOzk1bzxeHxUJe4pY5ombfV08vlZlkUmk6GG5CzLYjweQ9O0mwzOCoXCQVPgbbTbbeRyuZ32DLeMpmkQBAHZbBatVuvsSqWyLCMaja4kULrd7s71ZDgcUol/hmFoEMnzPCKRCKrVKuLxODiOo22M2zbPTuZjrRofr2NX8ZJ8jm2Q4yaBxb6/y3EcvVePCaqI5Ui9XqeGy6doYT9Hkms0GlluxZVleets4zqSJKHX620c72AwgMfj2ftaUp0DHu+tQCCA+XyOWq1Gz+G2c/n1r399r+CIi4vL6XGDsxvhVIqAl0YURQQCAVuZ2GM4tBknswHnYvlhWy6XdxpLA6DmyqZpot1uYzgcnnyDTARDnuKc4imw0u7n8/ng9/sxm80giiIYhkGj0djIUouieNNJEqfXTqFQAMdxV5GiP4Z+v083i07M54HHTe98Pre0+XYij08CxuU1Z7FYoNPpWBZyuSREPdRKJVVVVSrEsY1KpYJMJoNSqYTBYABZlhGLxTCfzzcC2na7fbT8usfjgSRJNIip1WrI5XInCc4OBTZ2sevZGIlELCWZptPpTjuERqOxtapGCAQCaDQaSCaT0HX94Pu9/vrr+NVf/dUV2wIXF5fL4Erp3wjf+ta3rn0ItvB6vQiFQnT+4JwzOgS/33/wgeL3+88mGiHL8spGYLFYoNfrbZVJlyQJ3W4XxWIR9/f3dBN36uAsm83+3AZmwOEKAtm8FYtF1Go1FItFFAqFrVXMW68sDYdDx0GKrus3//n2EYlEbL8mnU5DEAQAOGhl4PF4TmomPZlMUCwWUSwWkU6nT/Z3CU7XuE6ng0AgQM/LPkKh0NaqHsuyiEaj0DQN9/f38Pv91Ifx7u4O5XIZsVhs5TsLh8NHVcyI2fV6x8QpqqmpVIrallg5L4fI5XK2EoSZTMZW9X9foLRPidM0TaTTaZimaem7eO2115BMJt3AzMXlCriVsxug0+ncVHbVCqFQ6OLHPBwOD5oUd7tdR7NgViCKessQI9Xlfv9sNovRaHR2cRdJks7awvkUIO1N6+1+fr8fgUDgSVWKDiGK4lHiL6ea0bkG/X4f4XAYDMNA13X0+/291bB1EQ+iVseyLHRdhyAIGA6HmEwmCIfDaLVaZ1GcNU3zLP5sRArdSat0pVIBx3Fb57aIWuFgMNgIGARBQDQapd5ahE6ns5Gcq9frCAaDVIDi4eGBCpHYUd3keZ5KwG973WKxOMq4PhaLodVq0e9oX+XJCkSB0k5Abrel0un1RJ5HDMPQpN6uNSGTyThunXVxcTke9+67MqZp4o033jhrK97zQjgctjRzQ2Y+TikjzvP83oHxwWCAXC4HjuNs+dU4hci9/zxXzYDHjcpkMkEkEoHH46Hy9J1O52LWDueA+LwRKe1WqwVVVY8Kzs4hlHMp1udxXnjhBbzzzjsr/0bmkbrd7tZ7f5ewyGg0As/zZ9uMNpvNk8+GBgIB8DxPgzO7AYqu6xu/T45xVzUqHo9bFrgAHr+zVCqFSqUC0zQtH9+yp2QymdybYOl2u/D5fFAUxfb9nkwmUa/XV6qQjUbDdksiIRgM0mOwEzTbtYjY14JpRThoWel2uS1fFEWwLIsPfOAD+NjHPuZWzFxcrogbnF2Zf/u3f8P3v//9i7zXNr8epxQKBccPMSfYMQUmAVw8Hsd4PIbP57O1qdhGKpXa+1mJ0fCh9qlT4PF4oKrqk7VdOAeNRsORYMatsq7e57QaTCoVl7xXz00kEsHd3R3S6TQqlQoMw0AoFIKu6+h2u4hGo2BZ1ta1IIoi3VCTcxYMBmnr3rEea/V6feeskF04jgPDMDQh1O/3MZlMkEqlqC+bFRXTXq9Hg7pgMHgWYaFyuQye5xEKhehaPBwOaaUtEolgNBohHA5TsaXJZELXUSvXbK/Xg8fjQSAQsNxeTwLAbe2h8/mc+qkRarXa1kSYKIoQBAHhcHjlOplMJlQB8RB25906nQ58Pt/OOW/SVkme9cQ2Ydv9QH7nhRdewKc//WkEAgFbx+Li4nIe3ODsipimiUajcdbqRzweB8/zaLValoeOrVIoFBCNRo/2grFCMpm0PRMyHo/BcRzu7++P2rjLsmy5ffDc2UaO46AoihuYrREMBi8y93gJVFXduE+bzaala5hsOokYzXg8hiRJEEXxufA8Y1kWLMvCNE2USiUq8LIsyuNkPVqudBiGAUVR0Ov1qJCFz+c7qoV4Op06skPYhq7r6HQ6G2IjyxWmbDaLSqWyt2VO13V4PB6kUiksFouDgYTTmUWv14uHhweYpol+vw9N02gAQb7L9eu9UCjYsgsg1XOyBng8HmiaRgMf4g03n8/B8zxqtdrWNZRlWVpNW67ExWIxjMdjiKJIPcU6nQ71gluvNo7HY/j9fnAcd3A+kCQUrF63xCh6PThbn13TNI3OSK/P0qmqive9732IRCJ4+eWXoaqqpfd2cXG5DG5wdkWGwyHeeuuts/ztbDaL4XC4spk7R+vkZDJZaUM5B05V5pYfXrVazbGXzbZZs12c8zwoigKPx3OTUu/XhJjhPg+eb0RyfRsej+dg9ZtUQTqdzsbmU1EUJBIJPDw8nE0059zE4/GV9sRz3W/LwdpgMEAoFALDMIhGo1R0gSTXrM4AnfL6DAQCexM0lUplQ8BoG8PhEJqmoVarIRwOw+fz0WtjsVig2WzC7/evXJPEPLtWqx1sVSTVwkQigfF4jG63u6LCCTw+q7Z9FrvX6HQ6RS6Xw2AwWJkjs0Mmk9m61juZ16xWq5Yq1t1uFyzL2pohXDadJjNk5FmfTqcxGo1Wgu35fI5cLodKpYJUKoXf//3fh8/ns/2ZXFxcLoMbnF0Rr9eL3/md38EXv/jFk/7dXQ+EwWCAZ8+e4c033zzZe/X7fUSjUXS7AG/xIAAAIABJREFU3YtslJzCsqzjtrB9swzrHlKVSuVs7XWCIMDr9cLr9WI2m9HNzs87g8FgZbPylFEUZeeG+u7uDn6/H5qmUWEMYHV+qNVq7ayAEGPjVCr1ZIVkrvU9l8tleDyelU26qqoQBOEsgh/7iEQiaLfbe4P0xWJh6VxFIhEMBgOYpolms4lut0u7FEhARj5zPB6n1gT39/dQFIXObS2fA1EUoSgKNE2jlZxqtUorZgzDrAR7u46z2Wwil8uhVquB53kq7b+r0+QY2wIiPHKt1t9IJGKr4iuKInK5HARBQKlUosctCAIGg8HW50KhUMBnPvMZvPbaa+48mYvLjeMGZ1fmlKIVmUwGk8lk4wGTyWRQq9WoqpYoigcHre3w8PBwsnmKbbAsa6k9ZB+JRMLRhnRXJnWZ2Wy2UpU7V5sqmWsjZLNZNzj7Gc/DZiMYDEJV1b3VjvVrwAnlcpkKqJzrnj0X16oaLxaLjcqXJEm2judYwZFIJAJBEHYKm6zj9Xr3tvoGAgG02+2VdXWxWKBYLNKZq/l8Tt9vPeE0Go3o2ijLMjRNg9frxd3d3VYFx/WKGfCfIi7bIEq4wOOaOhwOEQqF6Poaj8dXZOGP8SoLhUJnUXa1EriTdsxdwbYkSWBZlrYk+3w+FAoFLBaLFcNzlmUhy/Le9eGVV155LtZKF5fnHTc4uzJWBoZ3wTAMgsEgFEXBbDbbudEaDAYr7Sez2Qx3d3dUWrparR7d5nSqeYpt1Go1eL1ex0p14XDYdjuj3++HoigHX1epVKCqKqbTKVU7I7Nu524dO6Uv01NGlmWYpvnk2xpVVb1YsESSQk9NREWSpJNU0o/B4/EgGo3avv/srvU8zyORSNAZM7uJvFKptFe1VtO0ncHbchLAyjzUeDxGMBi03aav6zqd77PSdt/v9+m82v39PUzTpGbfx3RuHCv4sgsrAbkkSTvXrmQyiclkgna7jUQiAcMw0Ov16O8vFguIogjgUbTq/v4emUwGi8UCrVZr5ZyoqvrcdBi4uDzvuMHZlWm1WpBlGTzPQxAEsCwLnufpfwlEfckwDCwWC0ynU/R6PbRarb3Z22QyuTPTSv49FArB6/XerJobz/NHSYgLgmA7W+j1ei1tvubzOZLJJAqFAiRJAs/z8Hq9FxHs0DTNrZzB3kzgrSIIwlXsNFiWhcfjuXhrnhMYhjk4Q3UJnAgrcRyHYDC49fgVRQHDMFSF1TAMjMdjdDqdo4J10zQxGAyQz+cxmUw2gnDSGgc8rmOkMuP3+9Fqteixbls7t80+Ok008jxv+dqfz+f0XidqmovFAuVyGdls1tH7A4/JinO0+65/Lq/Xi+FwSP+dJPTIPON0OoWmaeB5HsPhEP1+nz77tiUKZVnGaDSie4hYLEavmfVulpdeeumkn83FxeV8uMHZFZlOpyiXy2cVkbDy0CMBXiQSwWw22ynRe+z7OCUQCBzV/lmtVm37DDnJMHY6HUiSdJHALJvNrmwkiIrjLWxeL4lTkZdrEYlEIIoier0eBoMBRFFEIpHA/f09zYBfEpKgCYfDYFn2IsqrTjnW5+2a6LqOarWKdDoNXdchiiK63S4mkwmtBA6Hw5OvHZPJZKVdLxqN0vmtd955Z2vFptPpgOd5ZDIZsCwLURTh8XhgGAZYlsVgMADP8yvzdwzDIBaL2W4NlCTJdgCaSCQgCALa7fZKUqZWq2011rbKKdr9SMeEz+dDIBCAaZrwer0wTRM+nw+VSoX+zDAM+kwyTZPee+T5GwwG917vDMNAlmU0Gg2k0+kN37/xeEy7Op49e4bf+I3fOPrzubi4XAY3OLsi//qv/3rWwCwej9vauDYaDYiiiEwmg4eHB1uzU3YMUO2iqurRs3lEMazb7VqSE7fzoCYbnEtWH5YFITiOQzKZpNnjc/gV3QqkOkl83m4tMCOb1FqtRjP5hmGg3+/D5/NhNBqhXC7T76zZbNIN5jXbMon4wi1zC22rxPfMDoqiIBKJQNd1lEqljerJJSEBQC6XQyqVosJCy/NatVoNi8WCKjm++eabG8f60ksvoV6v09bLZrOJu7s728q6JHixklSSZXlv1XI2mzlqr1dVFaFQCCzLIpfL4eHhAbFYDOVy2fZzTdM0TCYT9Ho9GmRpmoZQKETv8+Wf7VuvVVXdW400TROCIODFF1/ces6bzSa8Xi/+5E/+BMFg0NbncHFxuS5ucHYlBoMBvv71r5/1PZwEfrPZDJPJZOOhxHEcRFHcGthIkuQ4W3kIRVEsD8DvwzRNVKtViKKIbDYLlmWpj9Gu37fKsYP+TiAec4IgoNFo0A1jrVZDOp3GdDp9koIP65CWO1JhqtfriEQiKBQKV9nc7iObzaLX66FWq4Fl2Y1N13JFWtf1jev62sHHrbc2EnPia7aw+nw+y9XpYDAISZJQrVZXjlkUxatWAH0+H5rN5oo313J7dCqVgqIoeOutt9DtdumsE2mL5Hke7XYb0WgUw+FwZY0pFou2qleBQMDy74bD4YOJp3U/r0OQ62n5XDAMg7u7O1tVeYZhNnzGCP1+f+f8cbPZRDqd3tpCXy6X6Xzdrs8tSRLefvvtncf1oQ99yA3MXFyeIG5wdgXG4zG++MUvnrXa5KSCIorizkF38qAiw9eTyQT1eh0cxyGTyeyV8D4GshE/FbPZjJ6XWCy28/dubeO/jW0taLPZbOX7c+oRd01IpQF4bLEicuXkOrjFz+P3+9Fut+mm24nAwDWCfEIsFnsSxubXNhq3IvKTy+X2Jn56vd5VhVgURcF8PkcgEMDDw8NGEq9cLkMQBPA8j9lshkqlQtf5+/t7JJPJnc8WwzDQaDSQz+cxHA7RarX23gukYmtljT8kBOP1ek+SjCJrv53k5q7AjDAej8Hz/EYChthbbFM7NgyDnpflcxSNRiHLMoDtc2gA8NnPfhbRaBR+v9/yZ3Bxcbkd3ODswhiGgb/8y788q88QwzC2hSJkWYbf798pgmEYBnRd33gA6bpOfdN2BQKiKIJlWUeZ+XPNwJCB613YUYTTdf2gOfC1uLu7g6IoCAaDaLVallo6T4UkSVBV1bLcOMuy1GT4KQh8sCyLcDgMSZLQ7XaProZcU4WwXq9TI9tztlofC8dxV73XqtXqXgVEABu+X+ssFgv0er2rtCCvB0KCIFDj5vF4jPF4DK/Xu9KGBzyucYvFArIsH1zHDcOgz4FDFiu6rqPZbB48Fx6PZ+c6QoRBSqUStY2xcg0nEomd64zdCu2hpIGmaY5muQmz2QwvvvgiFosFarXazufiyy+/jA9/+MN44YUXXMl8F5cnzPn0z1220u/3z24Am8lkbD8IVFXd28JhJWN9d3eHXC6HbDaLZDIJAEin0+A4DrPZDMFgELlcDpqmWTomv99/lmCCYRiEQqG9wVm/37ecdSSbgltlNBrRoDsajZ79/bLZLNLpNBiGQavVAs/ziEajyGQyWzcMsiwjl8uB47iTtLBegkgkQmcz7+/vTyLEQrLh16JYLGI2m13kGnHKtc9RNpvdG5jlcjlLSajxeIxisYh4PH5QZZBhmJNstEVR3Li/iPphq9XCZDKhgh+FQoGu4cBjcLRYLCBJ0k5fsm1YqTTuW4cJ8Xh8678nEgkqDEKSh4vFArlcbud17PF4EIlE9rZTMgwDSZIOHhfhkJjPoWdJpVLZ235omiaGwyG9R9d59dVX8alPfQqf+cxn8OKLL7qBmYvLE8etnF2Yc3tfAc5a8hRF2fkzO1nEZZljQRBWKnHtdpu2+kQiEciyjF6vRytP6xtcVVXPIhWfzWYtGUurqmrJ4we4btXDKuPxGLPZDLIs7w16Y7EYZFlGvV6HoihQVZVWK4rF4t7rKxAIYDabrbRsLRYLeg5jsRgEQcBoNKLZ7vF4/CQqZYRdMyLHIIrizcwHdrtdpNNpAI+zsWTNugWlxFqttvX6YxgGqVQKHMdhPB6fpeK+bgDt9/shCAKm0ymCwaCj67hWqx1M7KTTaSoik06n0el04PF40Ov1bCWvyLnZBbFrIQwGAwQCAXS7XUSjUVrZ2vesWIdlWbAse7DNt9ls7pzxIv5d29gWCJN2QI7jkM/nMR6PVwKx5c+yi7u7O2o1sOs7JRVG0zQPPqcOCVrpur6zrXm5qiiKIuLxOEqlEj2nH/jAB/CJT3zCDchcXJ4j3ODswpzL7JLAsqzlNrJl1gMjlmVpBc7JxpnjuL0zdcsPK/IADIfDVMKeZVnM53MkEgmwLEsfPBzHHbWRz+fzloe82+323rm09eN/Cni93p0bNJ7nN+ZJxuPxyiwSx3HweDzw+XzgeR66rlPVsPF4jMFgsLfKurxJOseM4iWwo2JqldlsBkEQzjqHaudY1oNP0vp2TeLx+Ea1Q9M0DAYDJJPJlWOORCJoNpsnbX+MRqMol8tgGAbZbBaVSoV+X8dUTncpDIqiSFVYDcNYaRfsdrtQFAW5XA79fp8mufYxHo/x7Nkz9Pt9jMfjg8dMfq6qKl0TAoGArep2qVSy1L45mUxW1iXi++b3+8Gy7M7Pti8g0XUdd3d3VIVxPp+DYRjLxz+bzVAoFJDP51EulxEOh9Fut+H1esEwDBqNBr0nYrHYzm4VURQPfjfL1zbHcYjH45hMJhgMBivnbjaboV6vI5lMguM4LBYLt4XRxeU5xA3OLsy5K2eZTMZRoNBut5HNZiFJEpUCdhpw2A1WyGbXqiCBIAg0ODBNEzzP083JvswwmaOws2GTJAnBYHBvIEGqQMPhcCP4FgQBoihaat25BN1ud+sciNfrhcfjObiJ0nUdw+Fw6+fxer1XVxy8BM1mE5qmndRTLpPJnL3d+ViuZVZNVEmJzQepxEynU9TrdQiCsHHuGo0G4vE4GIbBbDaDx+NBvV7HYrGAqqoIh8MAHu9dj8eDarV68Noln33frJITlp8JHo8HsVgMo9EI3W53r/jNaDSixxGPxyEIAg30ZrPZ1iRUtVrFcDiEIAiIRCJQFOXgZ1m+1zVNsy3Ksitw4HkeqVQKhmFAEAT0ej2qXkiq7YcSaVak85eFNZxQLpfh9/vpsWxLziiKslXwA3isSB5KukiSRL3QGIbZuxZMp9OVRMQbb7yBZ8+e2WrDdHFxuW3c4OzMmKaJyWQCj8cD0zTxxhtvnO29iKy6ExKJxEaWzgler9f23JDdh8p8Pt8ayIXDYWiatnOWoNVq2Q4ci8UizboOBgNks1m6MSTtTMDjZlDTNASDQRiGAY7j0Gq10O/3MZ/Paab9FoKX+/t7vPTSS3jrrbcA/Kdgy7FecoPB4MmZQjuB+JidimQyeTMtjbuoVCpnr/pvw4os+66N77bvKBAI0DmrZQRBQDgchsfjwWw2g2EYaLVaK4mcVqtFqyanZDkg2XZsVtj2WVOpFBU+mk6nUFWV/t58Pqf3ey6Xo9/tvutw2VvRDoPBYGtVeD3IJUGznZZh0mlxLjRNoy3e+5hMJjBNk/qkLScJg8EgTXjugmVZZLPZlXZFq5TLZXz3u9/FBz/4QVuvc3FxuV3c4OzMfOMb38BXvvIVKIqCyWRy1g1OIpFwFFwdUtSyg8/ns10BOFUrFzHdjMViGI/H0HUdHMfRIXdd122/F8dxKJVKdFOyfn5DoRDNbvf7/Z3VlGKxCEEQkE6naaXtGq2QmqYhEAjg7bffRjAYhKqqGA6HJ2kxTCaTT0bQ4xhOvSF8Ci1JyWTyybTu7mNX1WdbwofMK00mEwQCAYiiSKXlT8lkMtkqaX8s6+twKBTa+nvke/X5fBs/Iy12vV4PgUDA0XOi1WptKFzyPL9xH+2qyO8ilUqd1f7B6/WCZdmDgVkgEMBwOISu63TWLZlMQhAEWsHM5/M0OGNZdmW+z+fzoVAoON4bZLNZvP/973f0WhcXl9vEDc7OyGQywT/+4z8COL9ghBM/q1gshsVicbLAjMxH2OWUioyDwWDrbIwoivD5fDQIkWUZ0Wh074aT4zgoirK3fc3OZmI+n9OscLvdRjKZRLPZvJh0eS6XQ6VSoQHmskDLsbAsC0EQoCjKkxBHsQtR4TuHcMc1/c2sEAwGHVcKSfDv5D1VVQXP81eTzifrKcMwdGNtVWnWLrPZ7Oz3zqGqfa/XQzgcBsuyVFAllUrR9WI4HCIYDILneciybCtYN00TgUAAsiyDZVmUSiXHfoUMwyCXy+H+/v5sYwKyLIPjuINCH5FIBP1+f6XVcZvBfKFQQC6Xg67raLfbGI1GtH2V4zjHgZnf78cnP/nJs1cQXVxcLstt7wqeON/73vfOIh6wTiAQsPygE0URsVgMpmmeVHGO53nHMziX2HjNZrOVIIgoqxHJd1K9WP7vfD7fmzU9VgikUqkgmUxiOp06EnGxChF3OWflwzAMdLtdjMdjKh5xzs90adrt9klnzAjXqqBagSh1mqZpax0Lh8NQFAWLxQKVSgW5XA7AY+svUbfjOA6dTgc+n4+2/gYCAUynU4iiiG63SxMHfr+ftglfg+X1ye/3n+U6IH/7nMGZlVkxYgpNWO40ME1zJZmTyWRgGAbK5TLy+TyazSb1Qev3+1BVFaFQCIvFArPZDMPh8CQm4rFYbOV5l8lkMBqNaEBFjpUc/2KxgGmakCQJgiBQz87hcAhRFOHxeOgc42KxoMH4vsCMfDaO4yy1g5umuXGfi6KIXq/nSGjnF37hF/Dbv/3bN2174eLi4hzmkhnJ119/3fzmN795sfe7Fr1eD//8z/+Mb3/72xcJPKxWzaLRKLrd7lkqNccGKk9pVikej4Pn+ZMGt0ToAHgMdCaTCd3omKYJWZbpZvcQPM/D5/NBEAQ6c3KKTdEh4vH4SoUlnU7TTQ8RazlmLvKaHLIfOIZrCW0cgtzTqVQK4/H4YJXV5/NBFMWzfL9WZs8ugd/vP4u9B3A61VeicMvzPGazGSRJAsuyePvtty29PplMUgn8+/v7g8+w9XsjEomA53nU63UYhgFVVaHrOoLBIEzThK7rkCSJKg86IZvNol6vIxaLXdzIm2EYRKNReuxO27mXWz2JOMtoNKLni2VZTKdTOpPNMAy63S5SqRQ++9nPPol2aBcXl90wDPMt0zRf3/Yzt3J2BL1eD6VSCYVCAaVSCa1WC7IsYzAYXGyzFQqFLD+cPB7Pyf1/yBD3sa1epL3jEj5wTiAzBMPh8KRiEIRt54+YHC+TSCQgiiIMw9h4TSKRAPCoyHbpKsO2DPKu4NVJC+41IZn1cxGLxW6qekaEMUiLcrlc3uptRSTlHx4eIEkSer3eVURDLommaWcLznRdP4kKqCAIG8+EfD5v6zisBhssyyIWi2EymVCvyvV1IBgM4v7+fuNvEgElJ63VxWJxpeXykmQymZX37fV6tltvnz17hnK5DFmWEYlEUCqV6Hk7lNz45Cc/6QZmLi7POW5w5hDTNPHXf/3XG5vMc0umcxyHVCpFRS46nY6lDZEV400nnKotq9fr3axfmB1vnFOyLSAg1UVisAo8XoudTucqlcdUKgUAtLXJStBVqVTOWok6NcFg8OdC6IQwnU7RbrdX1pVIJILRaES9wxKJxIrp8rm+SyJgc41N+DbOuSkulUrw+/1H/51isbghwGFVCGmXHPwuMpnMwXt+OBzC5/NtqBX2+33kcjnHc6+XntUks27bnvnEy22X4baiKIhEIlgsFjSRxbIshsOh7Wv7FhR/XVxczosbnDmEYRj84R/+Ib70pS/hBz/4wcXeV9M0RxuVc2wqVFU9WUAQi8XOlpE+FjKvcIn5QeBRJSwcDu8VVyEGq5eE4zik02kYhkF9pNrtNgaDAQ0UQ6EQRFEE8CiI0+12NzLKs9kMsViMzoPcOueqghPT73Mqzjlh23dCgjC/3w+fz3eRYCmXy6FYLJ5txssJpIp4rtmw0Wh0EgGU9UrnIcEIQRCQSqXQ7/ctV92j0ail322323R+cT15eUyl9ZKG7SzLIpFI7Fxzi8UiOI6DKIr09wzDgN/vhyAIGzNnkUjE0fNOVVW89NJLjj+Hi4vL08ANzo6AZVl85jOfwQsvvIB/+qd/cjTYCzw+GIly4qGWOa/X62h+6BwzR2QI+xRZc2ISe0sEAoGVTdKlgrP5fH71tr9AIABN01aG6RuNxsoGY/kYdx2voigwTXPjGqnX61Q0wirXanudTCa2KwpWSKfTV/+et7GvzbLb7V4kiSKKIq3S3RKk9fAcwVk0GgXHcWepgN/f3+8NKtdFNnZBPB9FUcR0OrX8zBuNRsjlchvBmdPzqCjKxVq3U6kUFovFwbWHzNXO53P4/X4wDLPzGE3TdBSED4dDvPnmm/ilX/olW69zcXF5WrjB2ZGwLIv3v//9kCQJf/VXf2XrtaQSUS6X6XxOLpdDuVzeuhE8pu3P5/OB47iTzkuZpnmSebNbg+d5GIZxERGNZYiS5i2cT6/Xe5LqyGg0oi0/60Sj0b0bQp7nkUqlqKjBaDQ6+cykFcbjMUKhELxeLxaLBRVKOJZbrBrG4/GbUNlcNyi+JQaDAVKplCPbkF2c0msyGo1uBD1Eyl5RlI2ZJo/HY0vcyEmLL8dxGxXiY55nHo/npNepKIrgeZ6KKEmSBJ7nMR6P6fccDoc3RI+2/Z1arXawqtdsNjdaT63y/e9/3w3OXFyec9zg7ES88soreOONNyxnPTmOg9/v33g4FQoFiKJI1ftIO+JgMDhqs9JoNMAwjOMB7F1cyqPrkng8HsdVUKdEIhHM5/ObCMyA7fNuTrHTUitJEuLxOIDHlqflaz6bzZ7smOzSarXoZjAQCBz991RVvalKsc/ng6qqV5+t43n+5gRS1iFmyU6DC3Idt1otWklyWhFWFAVer3flWprNZlurm+VyGZIkIZVKgeM4OkMYjUYxn8+pMbIgCFQZ0O/30zUpHo9jNBrtDExVVYWiKLSbYjAY0Ip5Op3eOFfHdCIQ8a1IJOI4iUSqgAzDoFqtHnyWkXMFPH4eMj+2fC7i8bil4xFF0fZ8OvHmrFQq+Nu//Vt8/OMfR6/Xw2KxQCwWc73OXFyeI9zg7EQwDIOPfvSj+OIXv2jp9yVJ2pn5m81mZ9mkE7+iUCh0sqxjvV6HIAhH9/+bpgmv13vxoGgdRVEQDAYvdhzBYBCLxeLm5OVPWdXZNVfSbreRSqXA8zwmkwk8Hg9qtdrODe8lZ0z20el0DmbQ98EwDCKRyM20NBIhl3XBhmtAfKZ2QTzUHh4erm4/UCqVEAgEbFXYk8kk3bz7/X54vV7wPA9RFBEMBiEIguWgPZ1Oo1qtYjQaUQN40oqtadrWZ8h0OqXBRD6fhyRJqFQq9LyzLLsSKPb7fciyDL/fT6Xxw+EwvF4vVSZmGAbhcHijsk38FVmW3RrMHTsHTQI/SZIQiUTo8TMMg4eHh43qoSAISCaTtM260WjYbqtstVrI5XIrwRypeoZCIcvJjfl8jmg0aqli6fF4EI/H0e126dr4ne98B7Vajb7fa6+9ht/93d+9eUN7FxcXa7h38gl597vfjVdffdWSQMi1Nhaj0Qg+n+9kfy+RSJykAlAsFiGKouNsdCqVolnQbrdrKysbj8chiiJYlsXd3d1ZjWCX8fl8mEwmN6daKMvySVu2qtUq4vE4BEFY2TD2ej1bAcEtybR7PB7Hr721WbNqterYq+kcsCyLXC5H7TUajQY0TcN0OkWz2US/3wfHcchms5Z8uM6FrutQFMVWcLZc3eh2uxAEgaruAo9rgpU53nVl1Pl8vjIPGIlE9s5okpbibDZLEzHEg2yd8Xi8cjwcx2EwGGAwGIBlWXr+19sWt9l9HEM+n8dsNoMgCAAeq6y6rsPr9a4EOWSWi1S3ZrMZfD4f6vU6fbZ4vV5Hx2AYBgaDAWKxGMrlMjKZDP2boigiFAptfR6uexkSI/ZDBAKBnTPIy/frD3/4Q7z3ve91xUJcXJ4T3ODsxLznPe+xFJwZhnE189lqtYpcLofZbIbRaOQoY77cYnGqTfNsNkOhULDtg5XP51EoFOgmIRaLQdf1vSp4iqIgFArh/v7+LL5lh0gkEmg2mzdTDVrm1NlXInRD5P8XiwUMw7AdDBwTEC3j9XoRDAbpdevkGq7Vao6rZ7fmUUQMg2+FYrGIWCwGlmXp+V0OgEjFolgsXtV+g2EYW0qbqVRqo6V8/f6XZXmvOmUsFoMoige/r0ajAVVVAWzau0SjUfrcsdqWrqoqNUgmwRHwnwkTu50G6XR6770TDAapvyBpr7T6TCDVv+WAbfm8H3PNmKZJW5wzmcxKMFutVsEwDBKJBD1Hk8kEo9EI4/GYJhA7nQ40TTuYALNznLFYzA3MXFyeI9zg7MS88MILeM973oPvfe97e3/P7/dfVTreNE2MRiPazmIn+0yqTMdsinieRygUgiAI4DgODMPAMAzbCm3bfGfIxoW01MxmMyrvTuYEWJbFZDKB3+/HaDS6eJA0HA5vKjDTNA1er5e2Bp1DvnxZ/t/n89mefxyPx7YTGul0mmaoGYbBfD5HrVZb2UzuEizZx2QyQSQSof8/Go1aEiuxcq8lk0lMJhOYpgnDMKBpGoDHe6ZcLp/8urFjZH9uYrEYxuMxvYej0Sj6/f7Kd85xHGKxGARBuGq1zzRNxONxS+vgIWsMgiRJO68Pu6Ihw+EQ6XR6JThLJBIrc9GtVmurB9k64XAYAOgs2TKxWAyqqlq+l4PBIMrl8t77QFGUleDKavBH1pX5fA5d19FqtTbuF6fJOI7jIAgCRFGELMtUyRYANQ83TXPn3HmlUkE2m4WmafTY9mGn+6NWq+FP//RP8eqrryIWi+HVV1+1/sFcXFxuDjc4OzGCIODjH/84DMPYW0G7dnAGwPGMSTAYPErJkPgX7cr+Wpl3yufzB0VSrGxkiBDHpTmUIb80k8nkosfT6/WQTCZtvebh4QHhcPhgcObz+RAIBNButy3NdDhtK72/v4fX64Xf70en00EulwPwOIs3xKIbAAAgAElEQVQkSRJmsxkMw0AymaTVyOl0uvf6jkQiGwHH8n26XlXmOA6JRAIcx9FZGkmSLKvviaJ4FfNygt/vp61bHMdtBIkPDw+QJInOmhWLRUvGx5eiUCjQjfk+2u02wuHwwUrbrg25z+dzpFRar9dXVAHXK8SLxQI8z0OWZQC77wXTNDcqcOFwGKqqolAo2Bbr2ReYWU10rEM6KPbdL+TvDwYDKIqCwWCA+Xy+83NnMhmUy2UYhgFd16HrOiaTCX0PlmXp8WazWTAMA4ZhoOs6Go0GJpMJrdRPp1N6rorFIl2ndj3D7ARnhmGg3W7jX/7lX/CRj3zEDc5cXJ44bnB2BmRZxqc+9SmMx2O8+eabGz+PxWJX3RABx/me1Wo1SJKEdDqNfr9vK8jjOO5gpvnQsdltezz0XqdWsLTCqVr0TgGpKF0aJ+2TRIJ62WTXMAzabiTLMlqtlq1rksw0OQlOyezNsvQ7x3FUfn82m20NlIg0P2m/IrYBhzalhUKBVtYkSUKn09n4+2SjbQW7M1P5fB7lchmJROKoahvHcfB4PJZ806bTKabTKTqdDkKhEPr9PhWSYRgGtVrtquIg/X4f8Xgcg8FgpwKfYRgQRfGgVx+p8BPS6TSAxzWXGBoPh0PL3QXz+Rztdhu5XG5jBiyTyWyYThNBpGazCV3X6bqw3IqraRp8Ph9KpRINNovF4kmEpiKRCNrttiNBIlJtXsYwDEiStBLokHOwfN1LkrQSABMxk2KxuPdcm6ZJr71t90MgEEC326WVv1gsRn+PzNzmcjn0er2V43Fq1eD1evHud7/b9utcXFxuC+aSw9Svv/66+c1vfvNi73dq6vU6vvKVr8Dr9UJVVboJm81mNGNG2h4kSYIoiuh0OlQNaz6fQ1EUVKvVm2hpO5UIQC6Xo0Icp/IGW27hISpkDMPYDgatEI1G0Wq1aBvZJSBtMbdwHaiqalvW+VjW26uORZIkKq7ghGNnl5z6VBHlxsVicZIEgaIo0DQNoijSVuHl4/J4PFSqXtM0hEIhS4mOWCwGj8dDPRh5noeqqmBZFpqmrZw7spHf92w55ayYqqrw+/3gOA7dbvdqqpOSJCEUCsEwjJ2tc1ZaaIPBIDWAX9+gp1IpVKtVJBIJ8DyPdrvtKKkgyzIMw9hbneE4jla3GYZBo9FAIBDAaDTaGlDv8+hcZldyTZZlsCzraC1Kp9M7q8V21ppcLkdbDg9V1Mk+wE6b5L7jJNeGlQrrLt71rnfhc5/7nKPXuri4XBaGYb5lmubr237mVs5s8J3vfAfvvPPOUX/D6aJ7Dk7lUba8iYjH49TEmQQ6LMtCEATaenGotQt4PE+ZTAa9Xg+SJJ1UPXAdki095qFol/F4vLJJWc+ok8ztdDqlZqgkGXAKmf9AIAC/30830JcOznieP1hFsAOprjilWCwiGAzSpEqlUrEVODv1hTNN82TG2sSoe11tlLRbkSx/oVCALMsIBoMHA7NYLIZOp7PRgrxYLOgGneM42tL58PCA8XgMhmGgqiokSQLLslScgswNnjKAGg6HmEwmSCQSV7UDmE6nqFQq4DiOCl6sr3NWkj/tdntvoG4YBl0P/X7/RmXICrFY7OB3r+v6RsJhX8BiRczJ5/NtDcozmQza7bbjdajf7+8M+Gu1GhRFsaTCWygU6KzyPhKJBNrttu35tX3PvUajAZ7noSgKut2u7eqh3+/Hhz70IVuvcXFxuU3c4MwipVIJb7311rUP46Q0m01HYgjL8Dy/EixYeVjty5ozDANJkhAMBgHA1qD5sbRarYt6rXU6HbqRKxQK8Pl81JyUzCesQ+wGFosF+v2+7aw5y7JIp9NgGOaqczvrfkrXxjTNlevM4/EgkUhA13VLiYF2u215A3guAoHA1vtv2/1tdYap3W4fDFK3efSRGSWy2T6nj18gEADLspbn7M6Nrutbr4NwOHzU2iLL8sZ30e12qWk7CUJYlt37PlaNkp1wd3e3tzoUCAQ2AuhTtKn3er2d5vB2fThJQLrv2dhoNBy1Xu6Tzx+Px8hms6hWqxAEAZIk2QpWP/rRj+KFF16wfUwuLi63hxucHWA8HuPLX/4yfvSjH137UM7CsZvJcDhsO3tYKBQQCoWoYaggCGAYBq1Wi/rSkA0xkR++BKZpIhQKXSw48/l8UBSFqoBZyfoTuwHCcqBL5nBKpdLWwCcej2M0Gl1dmS+dTl98xs8uk8kExWLRstCBLMsna+l1yrLEuRXWvatIey/xazJN8+rXyiEikQj6/f5RVdNTI8syTNOkm/dMJoPBYOC4Kk9sS4rF4tbKFVl/GYahcvf76Ha7Z23f3pd0Wf4ZkcvfFpgxDINMJgOGYTCZTMCy7MHWxF3r52w2o6I8DMNYaqf1er07gy8S7JFg2861JwjC1qAvlUpBEAR6LsgzTxAEWtHvdDr0/M1ms5XjY1kWL774ouXjcHFxuW3c4GwPw+EQn//852/KA+jUOMn+LSNJkqPXWR0cP2XrmxXq9TpVkzz3PCZ5QOfzeccBaKFQoC1l9Xodk8kEPp8PHMfRAIjM45imeVWFyFwuh4eHh5upcFjB6kwmwzAnaxN2ip3WylqthnQ6jfF4DFEU0Wg06OZ3NptdLEHhBCKeMp1ObSeGIpEIptPpWe8DMnecy+UwGAyOMmLO5/MolUqWAgqyXvn9/q0VF57nEQgEqOplNps9i0dctVrdWT0j65zX66Xtw+swDLP12A7Nde5LTiy/zyEBqEgkQoPpRCIBwzBW9gBer5dK/dux0EilUtSPM5/PYzQa0dm/+/t78DyPXC63klybz+db9x/JZBKLxYL+Hs/zuL+/31k9dHFxeVq4wdkOOp0OPv/5z998hv/anHtDemnDXjKTc0pFyH1wHHe00tz6JqbX64FlWTqD0+12kcvlrlrZuaZZ8DFEIhFLYgJ2q1bnwEmi5Vh1vUsTi8XQaDRsXUs8zyOZTIJhGNoylsvlMJvNjhalIQmH5YoWqeCQTgAnEK8uu2uQpmmoVqvw+/3w+Xy08kSMj5fbS6vVKgKBwFnWhV0JNVmWkUql0Gg0aAKAqJYqikLb2Ld9v7quQxTFnc8cK4nCWCy2N5hKpVKo1+v0e6tWq5AkCTzPr9gOkMDz0POJiP0QVdVcLofxeEy7R5Y/52KxQKFQoNL75P36/f7Gd7QtqL2UmJWLi8v5cYOzLTw8POALX/jCz0VgNhwO6YPHLpcIYJ73B048Hj+L2IlhGCsbT7IZuAbLMvNPjWazSaXr960H1wx8d1Ua9pFIJE4mRHJJiNjQIYgvWq/Xw3A4XGkjm81mdN1LJBIYDoe2K2mk7Y6Iq8iyTAM00q59TFeCIAiOnj8+nw/T6XTDomDbWj2bzRCPx89y7bIsC7/fD1VVIQgCqtUqFYIi650kSVAUhX7O8Xi8t/WTBCS7Ej2HklykYrarI2LXjNl0OkU8HqciV8vrNamujUYj9Ho98DxPK9LD4XAlGCazxcB+qXxiz0EQBMGSsrLrbebi8vzgTGLsOecf/uEffi4CM+AxW2fXDJhwicBp3wD1ObnEZwuHw2dVoVxnNpvRFshL4rT19RbQdd2yoAARZrg0sizbNrQXBOHqbZhOKJfLB+cAI5EIOp0OisXiXtW7xWKBarWK0Whkq/KZSqUQCoXoRp60hubzeaiqinQ6bfn7CIfDiMfj8Hg8CIVCCAaD4HnecSs9z/Mb32sgELi4+E+5XEa320W5XMbd3d3GvaFpmmOxp20tm9Fo9KDoTLfbRSqV2vqzdDq9d76StPquB4+6rtMKpNfrpee6Xq+vHKckSTQZkkgkDrbjSpJE/Qrn8zmdA02n00ilUohGoxuveZ7HL1xcft5wg7M1vvGNb+DHP/7xtQ/jojhtq7uER97Dw8PBAfdzYcfMdxkidrINQRDoDNilP9dgMEChULAscnEqrmkQfCwvvvgidF2n1ZB1OI6D1+tFKBSyPf90KnRdt3UtiaJ4Uo+5S7OcOCGCCcvIsmxrTlXXdXi9XuTzeeTzeSSTSWQymY2kFcMwiMViKJfLG5t0YjSs67otERVFUaiJdqvVcmzATKjX6xsVcp/Pt/P3i8UiUqnUiqn7OahWq1BVFbIsIxwOw+PxOG6pJTYry6ybd29j18xaMBjce++yLIvpdLrXRoBhGOi6vjNAlCSJBs3VanVrIiebzSIQCCCfz9P3I6bgxIS9VCqhXC5vJC2z2Sw0Tdt5fC4uLk8Lt61xiVqthq997WsXCTpuAYZhEI/HHW3UotHo0WIiVhiNRsjlchf34apUKkilUnh4eMB8Pqef9ZChKcdxGI1GyGQyKJVKtMWF53l0Oh2Mx2N0u13qO3UpkskkWJbFbDa7uALfcqAai8VgGMZZpdVPSbFYpJsqv98PQRDQ7/cRi8WwWCzQarU22pAuTSQSsSWyQiqoT7XVtFQqUQ/AyWSCXq+HVCpFJeSdXN+7vMVIpblcLu+taGUyGZTLZcsV93g8jvl8fvJ70TRNeL3elcDn0LVJPls2m0Wn0zmLWMpsNkMikcBPf/rTk/w9sraWSiUwDHOwarSr7Zf4b+57lhmGgVAotFfZ2DTNvcHbevBYLpeRz+dpu7QoivRa6HQ6CIVCaLVaW30LgUcpf1LRf+WVV/B7v/d74Hl3O+fi8rzg3s0/o1gs4gtf+MLFZNuvDVGcchKYxWKxi7ZQVCoVxOPxi1YmyHD2MmQDto9UKoVisYhKpQJBEDb+hqZp6Pf78Pv9ex/mp0QURczn86sFRLPZDKlUCsPhkF43VlXOrk0oFKL3yHKr2i1JzDtp/b0ljzk7JJNJDAaDjfmkc7UHrws27KJerx9sjSOcIzAm3oVE0GgZK0mgxWKBYrEITdOQzWYxGo0wHA4RiUSOMocGQGXsT6nSapomyuUyIpEINW/e9eyWZXnns8NqS/Ahm5P1oFzTNASDQZqE27bWFQoFJBIJzGazjVbUQ+d7sVjA7/cjHo/jQx/6kBuYubg8Z7h3NB5nBv7u7/7uYpvla+Lz+RAIBHB/f+8o23+ocnQO5vM5lf6+lgy7IAhoNBp7M+OZTIaem/l8vnWzQDxxLikgcU7TWSust4DJsvwkAjPAWruUU8LhMFRVRavV2lBuWycej0OSJMznc/A8T1ueyMbbbvLiKW7m9okoXBtSkT4kknTqwIwIk1Qqla3Bo93rYt3Y/v7+HtFoFKFQCJPJBKPRCIvFYqe313pHwCH5+2MwTRONRgPPnj3Dm2++ufP3QqHQzudGv99fEXPZxaEEyPJnVhRla3Jv22sqlcqGtL/P57PkedntdvHRj350o8XTxcXl6fP0ntAnZjab4S/+4i+eTJvVMZCNgZWFfxuaptkWHjgll2ij3MV8PqcblG0kk0mUSqWdWepQKARBEK4ylzQajcCy7M0oX16yangsJLt96oREOBxGq9WigSvLsnQjuyz9Ph6PMR6PT37dXPNecoodH7drcahKdeqK5aHEyymsSEhVbRlVVREMBql/Yq/Xw2AwwGKxgKqq4HkevV7vLPd5Lpejc6DFYnGvCfShYNk0TUQikb3n0EqASa5Nn89HfQOtIMvyRjutKIqWFZR/+tOf4n3ve5+l93JxcXk6HAzOGIbxAPh/AUg/+/3/yzTN/7b08/8NwB+bpuk921GeEVEUb8Kj6BLse4hZod/vX3VWRZKklSDD7/fvDBbJTEqj0YCqqtB1HeFwGMDjBqnZbNpWqxuNRrQtEXjcYHu9XpoB3bUxI8P21xKMaDabCAQC0DTt6u14qqpe1QjbCftMdQ9BDJN7vR4N8BeLBWq12sr10uv10Ov1kMlk0G63USwWwTAMWJY9SwvirQTqVgmHw2erwFySUwUrkUgEHMcdTBqcokK/LcAbDoc7W++GwyHy+Tz8fv/eZ4UkSQgGgzAMA5IkUfuBVqu1Mwm2/vxJp9N71WCtrDWHAtj7+3tEIhHIsrxz/by/v6etpXau021VvUajYclwez6f/9zMx7u4/LxhpXI2BfBfTNMcMAwjAPj/GIb5imma/8YwzOsAnrwl/a/8yq9crV3uUoTDYZimebTpaKFQQDQaxWQyuegmm2EY1Go1eDwehMNhLBYLDAYDZDIZNJtNuulRVRUej4c+2DiOo5uI5Yedx+PZ6Wuzi36/j2fPntENRbVa3evLQ4hEIlcXX+h0Ouh0OmcznbVKOBy++rlwQqVSQTqdpgH/PhiGQTqdxmQyoQqZhEOzJPf39/B6H/NcpmmebTasUqkgmUzCMIyrJQ3s4PV6Ld1r10TTtL3HSFpYj4G0whaLRUsb88lksmKfUa1WbSelnBz33d3dTtsOUvnqdDpbg0syr7U8sxsIBCAIwkYrPnluv+td74JhGDQRNZvN8MEPfhA//vGPEQ6H8eabb25NSBz6zgiNRoMm97ZhmiaazabtSuW2ajDLsns7VN73vvfhk5/8JObzOTwej633c3FxeRocDM7MxycAWRGFn/3PZBiGA/C/AvgfAXzmbEd4AV599VV89atffbJD8lYgilYsyyKbzWI8Hjtu5eR5/uLVj2W1rWX1KnIcZPi61WqtbIB3faeTycT2gzSXy+2dbdhFo9GwZCJ6CS6ternOU73HDMNAqVQCx3EHBXFCodBRVZ5gMHgR9UdyPb744osYDAY3Owfo9XqfREDv8Xj22kaoqrrz/rPipacoCkajke0gdfnc5fN5aghtFafVmV3Xk2mae5OhZO4tnU5DEATE4/G9Spgcx+EjH/nI1tmr1157DcBj98CXv/zllRZHVVUxn88tW300m829Cb14PG7bT27bM8gwDCiKguFwCMMwIAgCfv3Xfx1+vx+maeLVV18Fx3FX8wB1cXE5P5Zmzn4WiH0LwMsA/nfTNP+dYZj/CcDfmaZZOUVf+zWRZRm/+Iu/iB/96EfXPpSz0Wg06HA4ebhIkoRwOAyO4/Dw8GD5IUXkmi+xgVQUxdLmzImZaaFQsNyuRrzBRFF01A45Go2QTqfpA/Vam81r3au5XA4PDw9PvkKt6zr9Lnd9FlVVj6ryXGq2iuM4pFIpvP322xBF0dK94Pf7oSgKWJZFv993rPi6C5Zl4fF4EIlEwPM8va+fQvvWw8MDEonE1sQVz/M72+80TcNisQDDMHvXllNU4EulErxeL2RZpt54h75zp9fjeDzeOq9ptbXz4eEBfr//YKKDSN3vIxwO44/+6I/wk5/8ZGUu7ktf+pItH8ZisQhJkrYGt05ahXd936RL5BOf+ASePXt2Na9PFxeX68DYeegxDBMA8CUA/w3A/wzgfzBNc8EwzGDXzBnDMP8VwH8FgFwu9367maVL8eMf/xhf+MIXrn0YZ+PQrBjDMEgkEgCwtcJD1OJIq9VoNDpZexzP84hGo+B5HqZpYrFYQNf1ow1ZreLz+WirYqPRwGQyWTFq7na76PV6ME3zZOpj15jdu1ZLYzqdRr1ef65sKl5++WU8PDzA6/WC53kYhoFut2tLDGAXl1AlzOVymM1mGxvnVCoFnudX2ua8Xi8CgQBqtdrGd5hKpeiskCRJmEwmtmw2lpM8uVwOzWaTVpeeit3COuvfH8MwO322gP9UwN0XHDu1LxEEAaFQCI1Ggxrfa5q2ciykVXLfepTL5dDv9zEYDCzfx/F4HM1mc2UN9/v9GA6HJ13XfT4ffvM3fxPvec97HL3+P/7jP/Dtb38bPp8PP/zhDxGNRuHxePDOO+9sPc5d96fd9TWfz+Ph4YF2gkiSRO1aeJ7Hxz72Mbz22mtPUlnVxcXlMAzDfMs0zde3/czWXW+aZodhmH8C8DE8VtF++rNMvMIwzE9N03x5y2v+O4D/DgCvv/76zaY/nz17RttGnjf2bQwIRNQCeNwIkF52Mtt1zFxKPp+HaZobx5BIJDAajdDr9a7a8kfEGIDHagLDMFvPF8MwJwturhGo+Hy+iwdnLMuiUqk8OQGKZVKpFObzOQzDgMfjga7r1Ez3HOql52r99Pl84Hkeuq6j2+1uPXay6QyFQvB6vTSA21Ul37ZJtVKBUxQFfr8ftVqNBh7LIhMej+doAaNrUalUkMvlYJomWJZFu93eWfnjOI5+D91ud6eq6j7Ri10oigKO41Cr1agB/Ww22+gyaDabdM5xF2Q9JNXWyWRycA5NkqSV4EYQBCwWi5MGZq+++io+/elPHxXAvPLKK3jllVcAAJ/4xCeoQFin08G3v/1tAI+VLE3TaIv6w8PDxhq+3GYYCDyO4k8mE1qZk2UZPp8PmqZRARRd1/HLv/zLiEaj+MAHPgCGYfDw8ABN09x5MheXn2MOVs4YhokCmP8sMJMB/D8A/hfTNP/vpd/ZWTlb5vXXXze/+c1vHnvMZ+Pv//7v8e///u/XPoyTkUgk0Ov1rhpwhsNhNJtN+l/g8SF1SL74Fjkky2yXS1fPdrXjnJvl7/7aMAxDKzz5fB6GYWxt6SVy9uPxGLPZzLH9hBPy+Tzu7+8tB2lEeGE4HG49z9FodEPZj8ign8NCZN23aRki9rBcmeM4DpFIZCMBxHEcksnkc6HSyHEcMpkMSqXSSnCyHsgqigKfz4eHhweYpgnDMBwphaZSqQ3Psn3YFUdSVRWGYextURRFEYlEAg8PD4hEIhgMBjuvi2g0StV4Hx4eLLc+/vEf//FO4ZFzUqlU8IMf/AClUonOxymKgn6/jw9/+MO0ogw8Br+SJB0MgF1cXH6+OLZylgTwf/xs7owF8H8uB2bPE+9973ufm+AsGo2i1WrZno86NSQwbDabdJOxT5L4ljm111WhUEAul0OpVDq7UEYkEoGu61cJzm7BUysUCoHjODSbTSoGQwLt9VbVVCqF4XBI5exjsdhFg7O7uzswDGM5eDcMA/f392BZFhzHrVxLu1qw2u02BEE4i/9du91eEcCRZRmxWAzVanVrwKDr+tbKvK7rKJfLSCaTAB4r3NcWtHGKrutUwZB8p9u+XzKfSojFYrar7IIgoN1u25Ltt3t9D4dDRCIRTKfTndfPbDaj19iu9T6VSoHjuI2fW7n2OY7DYDCAaZoXn6VNJpP0ujzEPpVHFxcXl23Ymjk7lluvnJmmiT//8z931Nt/Kyxv6m5hiH7ZF4y0Sz4F5bV19lUDjiUWi6Hf75/NmDmdTgM4PPh/TlRVhdfrhSRJmM1m6HQ6tgbxj2F9lmnbsZmmCUmSwPM8nXPKZrOO1PFOiaIoCIfDe9VVl69NUqXM5XJgGOagMp9T/zYr5HI5GIaBSqVykuQDqbrd398/2TZZr9cLjuMgy7LlZI/P57MVPB1SjdzFPt/IXZDEhiRJtPWXsG1mMBKJwOfzUSuWXZW9XcFZOBymawjLsqjX60gkEvjc5z4Hv99v69hdXFxcrsm+ytllZMGeCAzD4L3vfe+1D8MxpF3w7u7uaoFZNBpdUZZangWo1+tPMjADHjeG56Jer2M8HkMUxa1y0MeQzWZRLpfBsiwymQyy2exV2muGwyFqtRoKhQKq1SomkwlSqdTZ3zeZTKJQKOytuAyHQ4iiiHa7TTeTuVwOxWLx6u2Yo9EIxWIRoijSf1vehEaj0ZWgXtd15HI5DIdD3N3dHayUnnMGsVAo2GrPPES/30ehUEAkEkE0Gj3J37wkiqJgsVig2+1aDsxyuZxtVdx1QaNUKoV8Pr9X0ZDneQSDQVvvAzz68vn9fjAMg2QySStYmUwGgiBQv7JcLgdJktBoNDCfz1Eul/e2XA6Hw5XjSSaTCAaDaDabKJfLEASBJlGr1Sr+7M/+7Czzny4uLi7XwJUBWuPVV1/F1772tZuoOtllMpnQYeZrwTAMVFVFOBwGwzAXbQd76siyfLRJ7TLLcyTLbUO5XA48z1/VjBqwLqbh9/vh9/tXql+BQAD9fn/vxj+dTlt+j/Vzca4qphVYlkUqlaIS5r1eDyzLUpGJYrFIq9D9fn+ldZmYjVtlOBxSi42nQr1eRzqdhizLV/2e7EDsAewkp0j7t5NnEZHmJ3NrpIWXXDez2YwK3AwGA7RaLbzzzjuO1GjJPVYqlfDSSy9hPB6v/A1RFGnrNpkrW2+/XYckRRKJBLxeLxXgIax7fC0WCzQaDbd65uLi8lzgBmdraJqGl19+GT/5yU+ufSgHyefzGI/HWCwWMAwDpmliPB5TPy3DMOgDmmEYTKfTlZbNba16mUwGhmFgOp1Sz6H7+3vLG4R6vW5JHfKpce65KZ7nIQjCybK/+2Y2yL9f2xg7HA4fnCHK5/OoVCrodruQZRm5XA6j0QiNRgOBQACyLGM0GoHnedqeyLIsptOpY5VIVVUdqeMdQzabxXA4hNfrRa1W29ggrwdc5D7meR6pVOq5EM2wQ7lcRiwWu/ngjFSUnHQNBINBx5YKlUoFL7zwAgzDWEmQHWrZd9pqHI1GwTAM3nrrrY2fLScPSGeH3+8Hz/MHK9PVanWr4EetVkM+n8d0OqVVyGvNn7m4uLicGjc428J73/vemwzOQqEQdF0Hz/PweDw7lQP3zZCIokizpe12G5FIBPP5HP1+H5lMZusGwuv1IhQKodVqHWyxuYZ/1yVotVrgef5sQdpisTipn81isUA2m0W1Wt0QFFAUBZIkXX1je2gTlcvlVq7x8Xi8cm2tV4lO1YIoy7Jllbtj0DSNzmQWi0UkEgnb985iscD9/f1RVaRt1zTLsohGo5hOpyty4LeAKIqIRCJn94I7lnQ6jVar5fg4j1kPNE2Druu2hZcajYZt5Ubg8d48JFyyXJUjSSifz0f9wXZ1WWy7r+fzORXOIX/3b/7mb/Ctb30Lf/AHfwBZlm0dv4uLi8st4QZnW7jELIwVBEFYGYA+RZWDeN0QiDnpLm8v4DEjORgMIAgCstkser0e/H4/rWAAjxttQRDOIs19C3AcdzZvMhL8nnIDTDaE21rWNE07axubIAiWztWuzysIAp0VuwbkGj6nCAzwuPleVtVz0pLs8XioEszGG2kAACAASURBVKJTms0mUqkUDMPAaDTCbDbDfD6n14jH4zmrcIgdWJZFKBS66cDM5/PB7/fTTgYnOAnUyevm8zmazSZmsxmSySR0XbcscqVpmuUuCSKVDwAPDw975xuJifk6xGMyk8nsDM72VdhN08T9/f1KkuONN97Ab/3Wb1n6DC4uLi63iBucbeGdd9456vWiKNIN065KiyAICAQC8Hg8ME0Tuq5DFEX6YJxOp2g2myeXb9+G1YH9+XxOM6rdbhcMwyASiaDf70MQhBVD1ecJSZKoStypIW15dof+d/0tSZLQ6XTg9/uhqurWTWyj0Ti5ZxuBtCFms1nUarWVRICmaVBVFa1WC/F4fGt2nuM4xOPxm6i+yrIMRVFQrVZPbnUgyzJUVV25X+wmNkiF4xTnal+wM5lMrm4ITSTX7YhpXBpRFOl1vTwn6OT7cVI1i8fjK76WpLV3WRxk3/tFo1HUarW9VeNQKARJksBxHKbTqaXPRkSJdt1DHo9n75zkdDrdOwu3noD6yU9+4gZnLi4uTxo3ONvC22+/vfXfd7UOeTwe+Hw+GqA0m036IPF4PFBVFYIggGEYzOdzzGYzDAaDDZnhp4ZpmnRDee3N27mIRqPodrtnm+khKo3H+NGR6ipRfYxEIuh2uzsDZeK55KR9iSQeyuUyneciKqEMw6BcLtMg/v9n78x6XUmv8v/UaJdr8DxP53STJhNJaEWd0FGTfxKGEAgIEEKg3IDgI/BBuETccJlI5CLiAogErUyMgSSko4TQfbq3x+15eyxPVfW/OHortreHKrts73PO+5MQcHrbfl2T13rXWs9DbB10XYckSWi1Wri9vUWxWESz2bRVBVmWhSiKYFkW7Xb7wcxPkYTlGJGEfUSjUbAsC13X7WNI5uWccun24U6nc/J16pZMJgPLsiAIwl4rhGvDsiw0TQPDMGv3k2matpeh23O1KXhxCFLZTCQSiMViay3o/X7/YBU4k8k4WqNhGK46OA49Y4LBoP17uItGowG/37/Vs48kiatcWxSLQqFQToUmZxuYpoknT57A5/MhEAjA7/eD53kYhrE2nNxsNu1kbd9MxkOb16C4g7SUnhNJklx/BsMwSCaTME0TrVZrLbB3WoEpl8uuE7TVditBEMDzPHw+39b3sCxrZ8AXDocfRHXMCZVK5V6AfchLKp1OQxRFDIfDewqcsizf++7BYPBBt+oxDHNRoQVyvJ8FcaFYLLa3bbBarcLn87nawHIrZEOSG7KOVQn+wWCAQqEAVVUxm82Oamkm7bNOEj2CE0VYURQPKvoqioJwOLz1GZNOp+9tnNRqNbz11lv48Ic/fHCNFAqF8hChydkG7XYb4/EYlmVt/TFdDRRo0vX843U72zbcVEw4jrPnSrxo73KboK0mfovFAovF4qi5moeciGxjNBohn8/banDlcvleayixkFgul/b30zQNuVwOuq6j0+kgnU6vBbaxWAw+n8/1PFe5XD4oR+4lpOXtEqwmZMRO4KHipCpmGAay2Sx0XUe32916zjKZDCaTCYbDIRKJxMlr2NwQWP3vhUIBi8XCbqMn7ff5fB4sy9otmUQ9NhqN2h6FBGJTsa/itVwuEQ6H97ZJtlqtnc8fhmGQyWTQ6/V2Pp9arZYtVkWwLAtf/epXMRgM8P73vx/tdhuFQgF+v3/nOigUCuUhQZOzDVRVteeAKJRLVAsOzZdEo1Hb2Lter3suzECUAg8le6qqejIbR4ySgacVgtvbW6iqCkVRoOv6gxSV6Xa79wLezbZRIhO+ChE8AJ4mGqQlTJIkxOPxrYE9x3FgWXavqIplWYjFYhdJmI5pfz2WeDy+Fsxfso3SLTzPO74fVqvNyWTSTt45jkM4HMZisQDP8wgEAqjX64hEItA0DYvFApFIZOs9n0qlYBjG1mtoNBrt9K/b9vfbNkuKxSKm0+nWlt5qtWoboO/aIFAUZe8mDMdxyGazO5PbZDJ58Fk3m82QSCTu3ZuqquKnP/0pvv3tb0PXdfh8PiSTSXzwgx/EZDLBzc0Nfvd3f5f6olEolAcJTc42kCQJn/vc5/B3f/d3114K5QHgpby9W4hqaK1W80wmfhfE125fOxVRRDuVbcFer9fDcrl8poKlu7s7BAIBxGIxTCaTg+1Zq8d2V2KmKAqWyyWm0+magMq2JOVSXmznUindhGEYjEajtUrsMQbMl2K5XCIQCLgyjl8sFjBNE4Ig7K2AcxyHbrcLhmFQrVaRy+VQrVbBsqxdtdq1mUKuyVM6O5wIBu2r3AYCAWiatjd53ZeYRaPRte8nSZI9q9nv98FxHDiOQ6vVureBpmnaPasZIl6y+nk/+tGP8Prrr+/9jhQKhXINaHK2hV/8xV/Ef//3fz8I6WjK9biEnDvHcfeCqEKhgHa7fdHWv16vtzUgi8fj8Pv9YBjm7Cp5oVDoYhUar5hMJmi1Wlgul66SmG2JnCRJsCzLvh6GwyGGwyGi0Shms9laoHvJ+S/SFrZPZMYLwuHwvURnMwFlGAahUAjD4fDsxvBOqFQqSCQSjqXqgafnedcMFYGIRZHktFKp4OWXX0a9Xj/4TIpEIic9t3ied/R9drUzB4PBNdXIXZTLZTx69AitVstWmmVZFuVyGZqmQRRFW9zj9vZ266ZOJBKx52/JhsaqDcQ+3n77bZqcUSiUBwlNzrbAMAy+8IUv4K//+q+vvRTKFTmn6hdps5lOp/D7/TBN094VvpYAwu3trT0jEg6HIUkSbm9vz64qGggEnsnEDHiaSG8z+j6Eoii2WEIoFLJV67Yp4XU6Hfj9fltUggSyl7pOlsslSqUSisWi58kZMeJmGGbrdXZzc4NQKITlcolQKIRKpYJer4d4PA5RFK++gVYoFBxdtwzDIJ1O2xUxN8cxGAyC53m88847jv5+MpmcpDBqmqajOVJSxSMtmWQzgfiWHTougiCgXq9jNputKXESA+1ut3tQRIWoUq4q1GazWUff89GjR47+jkKhUC4NTc52kMlk8LGPfQzf//73r70UyhVQFGVr8EtmEheLxV7FMpJwcByH+XwOQRDsiogoiuh2u1dJwkKhECRJwmg0slsUeZ5HKpXCeDy2v9OlbB6IhP6zJhBCsCzL9VxUNBq1521IpeCQqp1lWXYCmMlkHAfqXuKF+Eg4HIaqqnZy0u/3D7bK3t3dgeO4tcphq9UCy7I7TdZVVcVkMjl4XE/BSesfsZNYLpdoNptYLBZQVRXAz1r1No9BLBbD3d2dXRlkWdZVW3O324WiKEd8o6ekUilH92Ov17OfF8lk0q6UpdNpx+3g2+4dkuQBuwVXGIZBOBzGaDTCfD5fW6/TqvKbb76Jm5sbvP/978eHPvQhBAIBR6+jUCiUc0OTsz18+tOfxg9/+MOLKaJRHg7kh5/MYRFD4k6ng+FwiFwudy85i8fjkCQJhmGgWq0+KFEZURQRi8XQarXsgDUWi9kzM9fyFvP5fJBl2ROhkUvCMAzy+fxR55jjONcG4LPZDNFoFJPJBJ1OB9lsFhzHwbIs9Hq9tWv1XAyHQ4RCIVcJTy6Xw2w2Q6vVQjAYxHA4dCTDvsm2Z7Bpmmttj6FQCJqm4fb21g7ud3lTHgvx+ZvNZgePtSiKSKfT9rnWNA2SJGEwGNjVQsuyMBwObdVOjuNQKpXg9/vXqlLEsmXz/ckaVls8SXKSTqfXNmGAp9UqVVUhiiKm0+m9c+k0MdtE13VkMhkMh0PUajVb8GcfiUTi4HNnm08csXUgnqGbDAYDPHr0CMPh8GBS++TJEzx58gSPHz+myRmFQnkwMJccuP74xz9uffe7373Y53nBP/zDP+Df//3fr70MygXhed4W4yBmypuBGMuyiEaj9ryEYRgPVlkun8+jVqs96E2GSyoCngppM3Mr0pLP52EYhudVQp/PB57noWmaK4PgYwkGg2AYBpqmQdd1tFothMNhey2iKAJ4Oqt2iQ2Kx48fwzCMe0bVXl9TxWLRNlkHnibZ0WgU3W733vyboigQBMFORIkaaafTWXtOuBHZCQaDCAaDmM1mEAQBlUoFLMvCsizkcjmYpmmLdEwmE0ynU8znc2SzWTAMg+Vyidvb27XnQD6fR6VSsQVKZrMZRFG0hUiOfWYEg0GwLIvRaLS15ZdlWUiS5NhYnCR7LMtiuVyiUqnsVZglRtyiKCIej++9DgRBwF/8xV9Q82oKhXJRGIb5L8uyPr7tv9HK2QHeeOMNfO9733uwgTfFewKBwNpO7bYNDL/fD1mW4ff7MZ/PL+YB5QZN06AoyjOR9FSrVddVmWsQj8cxnU5dJ2a5XO6o2TQnkGDdaSsq8Y8icv1uhV5ISyJpN3TS3ncOSNV1sVhsrcB49cwmmzWb39EwDDSbTfj9fmiaBp7nwfM8BEG4Zz4eDAa3rtGNj1u/30cwGFx71pBNo817nCTOwHbpfEK5XLYTns2/I7N+x1S1yTXCMAyCwSCWy6WdiPE8j3A47Kp1mqyNzNJlMpm951eSJJim6Uix8pVXXqGJGYVCeVA8bIfPB4Asy/h//+//XXsZlAtCPMW2IUkSCoUCptMp3nvvPbTb7YND69eAtNw9K7NcXsn0n4tCoWCLVhyzzkajcVZJ+tFo5Ni8mPhH6bp+sgJnKpW6iigHqdzta8ltNBooFosnfU4+n4cgCHsTnOl0im63i2aziVqthpubG3S7XTupKxQKO+/D8XiMZDJ5cB08z6NYLDqeUx2NRo4TDtM0t7Zo3t3dIRKJOHqPXViWhX6/D9M0USwWIUkSMpnMUTOtqVTKrgzXarWdfohkjnN1Dfv40Ic+5HotFAqFck5ocuaAT37yk/jIRz5y7WVQzoggCCgUCigUClsDB5/Ph2KxiPl8jlKpZAczuq5jPB7D7/dfeskHeQhS404JBoMPtu2SBMWntICn02kPV7SdQyIMiqKstYK5qdpsI5PJoNFoXOU6SyQSjgL8arWKfD5/0mcdO7OWSqXstk9N07b+jc/nO1gtlmUZgiC4qk6aprnzM93gVVuqruu4ublZS7AILMsil8shEAggkUggnU5vvTZ5nnf0jDBNE7lczv7/J5OJ/WwvFov2/87lcvD5fPi5n/u5078ghUKheAidOXPIcrnE9773Pei6vhakkd55Im9N/m+/34/ZbIY333wTP/zhD6+48v0IgoB0Om0PnjebTbsSFIvFbO+lyWRizzE8b2QyGYxGo70mwtlsdm+FIBQK2cp9XgoQHIskSUgkElgul/bM3Hw+hyRJD67NMR6P4+7u7mJmx24oFAonzd6sQgJGJwqFp3zGaiVJkiREIhGwLIvBYLAm4U6qT6Io2mIU9Xr9YDtgMplEq9Wyg+BricnsmzlaRRAEsCx7VIV7l1rgMWwT6AgGg45k9Z1+11W8EkPZfJ9IJIJ+v3/wnmBZFhzHrd3X8Xh8LakWRRGyLN8Tidk1L+j0euN5HpFI5KBfWyaTwZ//+Z8ffD8KhULxmn0zZzQ5OxOLxcJuK/mP//gP/P3f//1V1qGqKoLBoF3p4TgODMOsJVmbP2A8z8OyrK0/vpFIxFYPIz/YZOdcEATE43Houo7hcGiryS2Xy7OqyB2LoihQVfWgiMI2ue59eBnQHctmMBeNRm3hiGuvbRt+v/9BJf6iKCKVSp3lWJ1b/IRcf6qqYj6fu0pKSNViNpuBZVn72SCKom0NMRgM1uaHYrHYWQ3KGYZBNpuFYRj2vZrJZBy37B57vBmGQSAQcCxacQhFUbBYLNbOh6ZpezeFgKfHeNUXzylePYeIEAnDMLYSLfB0w2o+n+9MgPL5vG0DQL73yy+/jF6vh0AggOVyifl8jkAgsDXhIn5l/X5/be7N6fciM4D7niscx+FXfuVX8NGPfhSSJB18TwqFQvEKmpxdENM08S//8i/4xje+AUVREAqFYBiGLZus6/qah805SaVS9g/jNgqFAizLsqWXSYWF7LDzPA+fzwdd109OrogUvSRJ6HQ6iMfj9jEgP/qbAZ7f70cikbArleQYLhYL6Lp+UpWKqHk5/V5udqEjkQjm8/nV5OFlWV4LKB9CsniIh7bGQ5XSU5Bl2RaQ0HXd1XXohEKhgMFggOl0elLCS4Lr5XKJu7u7nUnKuQVByLVBNkni8Ti63e7Byk2hUICu6+j1ekc9b4+Zg+R5HolEwvY1FATBFqZQFAUMw2A8HiMQCIBlWdzc3GxtlyXzavP5HIvFwrUADfA08VBV9awiO8RPbvVckGNgmqb9TNc0DaqqotVq3avMHrrXNE2zLQdW/y0YDB5MuomvoyAIeyvgr7/+On71V3/14PelUCgUr6BqjReEYRi89dZbdkCz64dRVVX4fD4YhgFZljEYDA7uoLpZQzabRbfb3dsqti8YJtLLy+USoihCFMWTko3VStu2zw4EAigUChgOh1gsFtA0DaPR6GDA7jaoJ/5U1WrVVUAsiqLj5GyxWJw0n3QK2WwWs9lsLZBut9sIh8NH+UtdinK5bJsyVyqVqx0/SZKgKMpZj9V4PF47P9FoFPP53JNWRyJjPxwOT27FdFptOudGUzqdRrPZRCKRQKfTsaXfD10fRD79lOtI13WIouhY9ZEYue+q6K2qNwI/2xzbBjmmp1QkDcNAMBg8a3I2HA7tVkWfz4d4PI5Go3HvGPA8f/Rmx2AwsBNecgzJ7+Wh5z/5DU4mk7aCI8uyCIfDaDQaMAwDmUwGP/jBDyCKIh49enSyiAyFQqGcCq2cnYFvfvObePPNN129hgxFH0o0RFFEIBCALMvgOA7A0x9yIgZgWRbu7u48n2l5qD5UxHiWQIIanuftiiDxJpJlGZFI5KjvQQQInNwvblquvGSfFH0ul0Oz2bxq4uiEa3qysSxrm/NemmvJ0XsBeSadIwkgVUBJkjCZTBzNZ5Hg+5hq0yaJROLg3BLwtGXRNE1XAhqSJCEWi2E0Gu3cDEin0yd51zlpmzwVhmHw+PFjVCqVrYkssTzYTE4JZFMGwNqxWK1CGoZhS+i32+21z3n55Zfxzjvv7Fzfrnk9kqyttpm+733vwx//8R87++IUCoVyArRydmEURXH9GtM0USqVoGkaNE0DwzBgWdb+EbIsC6PRCKPRCPP5/KJ+UJqmPVift33VSWB9XkNVVUeB1jaazaajKh3P8xcxAl6FtMntS2hWZzrcztBdAkVRHLUpnQuO42yLhNlstjOQBH5mtMwwDEajkSctiQ85YT5EKpXy7LwpioJIJILZbGZfo4fu8U1M08R4PN56v5LWaKfIsoxEIrHVaHqVUCjkWhhF13WUy2U8fvzYnnfa3NQZDAauqnebDAaDs2+s+Xw+vPvuuzuPayKR2Pn5284RaQufz+f28WAYBul02r4v8/k8Wq0W4vE43nnnHeRyOYxGI9t7LxaL2UqYu5LTbZ0QT548wY9+9CNYloWXXnoJgUDA8XGgUCgUr6CVM4+ZTCb4+te/jh/84AfXXoonyLJszz08i6wGJoIgIJFInCT/fShBO0ZVzS08zyOdTtvCK9dWoTsFlmWRTqev4pW1ymaFIhAIIBKJoF6v20mvoijw+XxrFZl4PA6GYdDr9Y6+RxKJhH0un0Wi0Sj8fj84jsN8Pj/6+l+tmhJfuVOriS+99JKtWGoYBtrtNgzDQCKROHjNhcNhTCYTzGYzyLIMSZK2emvJsoxQKHTUNaxpGiaTid39EAwGYVkWJEmyxZs4jsOTJ09cvzchk8mA53n0ej37Gkun0+B53pOkjRiBx+NxAEC9Xrc3LA61U5/yvCQJ2mqlW5ZlLJdL+5moaZp9LHmeR7vddlzd/LVf+zX80i/90lFro1AolENQQZALYFkWvvOd7+Bb3/rWg60yHQOxBHgWd/Z3tRcGAoGT/Hv2VZ6OlRaPx+O2bQGpmK4mC2Swned5T9r+iJLmNVU0WZaFqqqOWtW8gmEYu1WKtHjuq4qkUinMZjP4/X40m82dx31TItwJxHz4oVUxT+GYll5ybXtVcSatzre3tzufxQzDQFGUvQnxtopTNpu957fV6XSOEiYiAiFOkvJjql/BYBCaptkzemRTB/jZPKEXVgibgh6hUAiqqoJlWTQajZ1twplMBoPBANFo1HUSTu5jt/eOG6EfWZbxy7/8y3jttddcfQaFQqE4gbY1npnFYoGvfe1r+NGPfnTtpXjOdDr1zC/n0nQ6na0zG6d+l10BXyqVOjrQ6ff78Pv9awFYNBrFcrmEYRiuW7sOQQbhLzUbF4vFEAgE7LaywWCAxWJxkcRsVb2yUCi4CgT7/b6j66Xf7zueDyoWi6hWq89NUibLMqLR6F4xjG1omgZZllGv1z27tsns3qH3sywLmqZhOp3eq3gGg0GEQqGt32VbYH/MvCBJDp1WjcrlsuNEKhwO2xs9q8+T5XJ5L8Ejc7mnsHkPH3pWqaqKxWKBer0Oy7Lg9/sdfxaptK+2vbqh0+kgl8uh2+0e3KAbj8eQZdn1Z1AoFMqp0OTsREajEb785S9fvS2Lcp/ZbIZWq4VUKgXTNNHv923/JtKCdQxkeH2T5XIJjuPuVVdIYmIYBmq12r0qZD6fty0NWJa1q1leCBrsYzabOTbBPZVAIHDRNkpSPRmNRuh2u0ilUnZbkxucJvLz+RydTgfRaNROPHcxGAwuYqVxKcLhsONzS2bKGIZBuVz2VKzCbYtctVrdWkkRBMFVslWv113fR243CYCnc6P72pE5jkM2m0WpVEKv14Oqqgff89TK+TEbPJvXi8/nc/zaXC4HwzAgiuJRVgfT6RSVSsXxLNm5xVQoFAplGzQ5O4F6vY4vf/nLz+0DnMxoPcuJ53K5xO3tLViWhSzLYBgGPM+fZAugKMrWxKndbqNQKMA0TSwWCwwGA+i6DkmS7GAkEonA5/OBYRgwDIPZbIZ2u32VymSn00GhUDh7cpbP5y8qkiJJEqbT6druPQnaiXfXOea7SIIWCASQTCa3VjmCweBz97wwDGOvUugquq6fJUlnWRaGYbiav0wkEmBZFoVCAY1GA7PZDJlMxvX9MJ/PIQgCotEoOp0OOI6DJEn3njGRSASqqsI0zaNn6Uql0k4rkEQicS/pOXSdV6vVk+ZP3Rh0cxyHZDJ577O2tT3GYjHc3d3ZCqp+v99+lq9uqqVSKbRaLddt3rIsIxaL7f3ePM/je9/7Hl577TVbGZlCoVAuAU3OjuTJkyf48pe//MwKZRyCGEY/y4nZKqZpehaQ73uf1R/7QCCAYrG4pvy3TwXwGlxi5oxhmIvdJ8FgEMD9VisCaeuSJAnBYPAs4i2TyQSTyeReVSabzd4z7L0kwWAQwWAQDMOg3W67Cqz3Ua/XUSgUHCVnmUzmLMqBpmm6bo9bFXEhM0zHtvmOx2Pouo5IJILhcIjxeIxHjx5hPB5jNBpBFEV0u11P7v9yuWy3krZaLei6vnUmjdirHOKUezMQCGAwGDi2GNl27u/u7uzEltBut5FKpdBoNDCfz3dupgmCcNQ8dKvVQiKR2PnfA4EAvvSlLyGVSrl+bwqFQjkVmpwdwY9//GN89atfvVqQdW4SiQTG4/HZ2+qeJXw+H5LJJO7u7hwHWJPJ5MF7V10iaSqVSshkMjAM4yxzViRQdZN06LqOcDjs+VpWqVar0DQNoVAIpVIJpmme3Qg8GAzCMAyMRiOEw2GwLItOp2PPRZGkNZfLOU7OGIZBOBwGz/NgWfZeVRLYXv0gkPMzn8/PJunu1s/LNM21oN6yrKNtNlbfc/XZ8N577yEajUIQBM+r08TInGEYFAqFrRtGTn+fGo0GfD6fa9XXRCKBXq/nKDnKZrM7jy9pU9zkUOIVCATQ7Xbh8/lsJVXDMGAYBiRJQrPZ3NuRsGtjStM0fO5zn7PFUygUCuXS0OTMJT/4wQ/wta997ZlUL3RCJBJxbLb8IkDMwev1+oOQnvcajuMuYpdQq9VQKBQ8f99kMolWq3XUuZnNZid5SDlhMBjYXlPHWB64gVRPfD4fCoUCut0ugsEgMpnMvU2CwWAAnucPzr7FYjFYlrW2URONRu/9HZG/B54mDn6/H/V63W73O8e9wzCM7fFnmqbrKqjf70csFsPt7e3Zrv1OpwNRFM/mNUbEdbZVLTudjqOkyzRNaJrmSm2UzHA6MWxPp9NgWXbvOm5vb9daY0OhEDiOQ7FYhGVZmE6n6Ha7ts1AJBJBs9m0Zfy3rZ1cj7Vabet1Tqpzq9eNqqr4kz/5E4RCoYPfi0KhUM4FldJ3wb/927/hH//xH6+9jLPCsiwkSfKs5elZ59wGrg8Bcs59Pt9Z2y5Pke0mu/QkiJZlGcFg8GS1yc12qnMSi8VcC5I4oVgswjAMVKtVV5sqpHq2Ws0jc6ZkJrLZbN4LqrPZrC1sE4lEoCiK3V63jVNUQVmWRSQSgSiKaLVatv1Av9+3/axObc1VFAXhcPieZ5bXRCIRWJblefV038yYUwVRN5sUxIZCFEVEo9G199c0DeFwGLVaDbIsIxAI2Oe+UCigXq+vJcL5fB7A00o2UXEUBAHvvfee42t5n7UJ8NTmotvtbq0k+v1+MAwDXdeRyWTwR3/0R1AUxdHnUigUyilQKf0TsSwL3/jGN/CNb3zj2ks5O6Zp2m0iz4vU9ynM5/Nn1krAKaZpYjweQ1VV1+1hx8AwjB2UrQaV2WzWFtVYDbhJ8EmqT5IkoVareWIDQERRJpPJWRKnVZwqxDmBtLMNBoOjW2eJ+l8gELBbyOr1+sE503q9jnw+bx+zfQn9MXN9+Xwe8/kcPM+j2+2unZdTPbm2MRqNbFn9c9LtdsGyLLLZLIbD4d77TBRFiKKIUChkK81u2zDjeX7v+wiC4Ghtblr00+k0SqUS5vM5JpOJ7dEIPK1SkfXMZrO1NZdKJeRyOZimCY7j0Gg01ja+yHkm6rVe0Wq1UCwWcXd3h9FotPZdp9MpisUiXnnlFXziE5+gwh8UCuVBQCtnDnjzzTfxcZb5XgAAIABJREFUzW9+89rLuDinqHg9T7xIx+Fc1R3g6XE0DAPL5dJO/EVRRDqdRr/ft1uaVnfxL3nsz/ndAW8Mf4GnAXc8HvfUo+5cx1kQBMRiMcdqnclkEs1m86Jt1aRq7KWP4CESicTOGSyfz4dQKLS2OaaqKjiOu7fGQ9cUMZ4+VP0/ZKJO7tN2u72zTXVzLcdcU+l0GsPh0JWabjgcdlSNJJsQq/N/n/nMZ/DJT35y68wbhUKhnBNaOTuBu7s7fPvb3772Mq7CIZPOF4VSqeS4PehZ59gKIcMwyGQydqVxOp3awSdpG9sWqM3nc9zc3KypogWDQUynUwSDwYu2lHpZ2dqGF8qYhUIB7Xbbc/Pwc81ckTa1QySTSXAcZ5uUX4J4PA6e59FoNC5eGW82m2st00Rmf7lcolar3etaGA6H4DgOkUgE3W7Xrj4fSn6I8fQ+o2xBELYKikiShHg8Dl3X0W63cXNzs2YLssq2RMxta/wxLeRuEsA/+7M/w1tvvYXhcIhCoWBXjZ2qWlIoFMqloE+lA7z55psXkRt/iBDfrnK5/MILhNTrdcdeTs8y4/HY9Y438S/abIfL5/NgGAbVanXnTjgRdFhNfMkO/jm8yPZxTvVVQRDAMMxRryPVhHMYeQeDQSiKcjbLjGw2e7BNVlEUjEaji865xmIxVwIYXkKSnul0ing8Do7j0Ol0Ds57GoZhC6wYhuHqWri5udl5X2+rwmazWSyXy3t/r+v6vdZnQRC2Xj+yLDue5zwmMUulUo4VNj/2sY8hHA7jjTfecPUZFAqFcg1ocraHRqOB//mf/7n2Mq4KkUH3eqf+WeRFSdJLpRKi0Sj6/b7d7rRL1U8URVsAYBMnwVY4HD7LHNExnNOMO5VKHVUFXFVaPIcMfzAYPFvbKAn6D23sRCKRi7YNn1uhcx/xeBzj8fjo77tYLO7NcjmFzG0OBgOEQiHouo67uzvwPA+/34/pdAqGYZBOp3cm68TXbJVd13az2QTHcY42PQ6phm6DmJ8fmmkUBAGf/exnXb8/hUKhXAv22gt4yPzTP/3TtZdwdfx+/3NrtB2JRJDP56Gq6tq/cxyHXC5nGxoDwKNHj84ulPGQmEwmtkBENpvd+XfEKPZYdF0/qqLkNfl8fmt1T5ZlFIvFNQU3pyILhzg05xKNRs9ikr3KOeX9fT6fo4r7pavyqVTqKvdyLpdDu90+ql08FoshFouh2+2eVGHs9/vo9/u4ublBs9nEfD5HqVQCx3EoFAoHFVDj8fja/79vnm06ne41el7lmHuq1Wrh9vZ2p0UHx3FgWRZf+MIX7j3jKRQK5SFDK2c7qNfr+L//+79rL+OqZDIZ9Hq9q7X/eE0ikQDP87AsC91u1/6fYDAIhmGQSCTAsiwYhkGlUrE9zgzDwHvvvWerks1ms+deyXJ1BofMhJmmiclksmbefOocniiKePz4MSqVytWqGcDToHWbJ5RhGHblKhQKYTab2bLbg8HAsXABUYUkM1iLxQLNZhOapkFVVbAsey/I7XQ69meeC5/Pd7b3dno+z62S6RS/349EIgHTNNFoNDzdlEqlUkdXiInPohdtt7vOCTG1PgTHcfaGXTab3Xv/y7LsaM1u2mojkQgmk8masmapVLJn6rLZLOLxOB4/fozHjx+D4zhbSZJCoVCeFWhytoNIJOLIwPN55Xnx91odat81nyAIAoLB4L2EyzTNtYBqNUmNxWIwTfOsvmAPidUKjhsltV34fD4kk0lUKhWYpolwOIzlcnm11lFN0+4Fz5qmwefz2YHg6rwhqS6QDYxDghKTyWRrKxsxqQae3nOrvmKHFPS84BwJMdnUOBRwEzuAY60AjmWxWKy12wUCAXuDhpwjlmURi8U8mfMLh8NHPSdkWUYqlcLd3R0EQbBnziRJAsdx4HkeHMdBFEVYlmVL1JPNp23J1nQ6PXp2VpZl1Go1W35+33ljGAaqqjqq/B5qaw2Hw3j99dcRj8dRKBTw05/+FH/7t3+71gp5c3ODV155Bb/9278NWZbdfTEKhUJ5YFAp/T18/etfx7/+679eexkXZ9Vk9lnm3Akm8SLyIll5kYhGo9B1/V571z558XOSzWbtwLbf79tCJKlUylFwKcsyIpGIrWp3CqtBr6qqGI1GZ70PzyGh78QyQBAEhEKhq1TlI5EIDMMAz/MwDAP9fn/vMT7lGMXjcQwGA1ebfEQEhmxcEJzObxFCoZDdLmiaJkzTBMMw0DQN7733nuP3IWSzWTvhLhQKsCwLs9kMnU7n3rrc2Eb8/u//PkzThKIo6PV6eOedd/CBD3wA7777Lu7u7vDqq6/iwx/+8NprJpMJbm5u0G63oWkaMpmMbXpNoVAozwL7pPRpcraHfr+Pv/zLv3zmkxQ3OA1IHzIsyyKdTqPVap21VW5zBzqTyaDVaiGdTkPXdfh8Pui6jtlshtls9tzO7jmFVDFrtdpWAQBVVbFYLM5uBrzKZuAdDochCAKWy6Xrakc8Hkev1ztK3AB4Ks4xHA5hWRYSiQQMwzhby59TKXa3BAIB6Lq+95np9/uRzWbRbDYxmUzOqpK56/MZhnEln796nZCqL/B0Xq7X623doAmFQhiPx67u+0AgAFEUz6oKe+wmyK4klWVZ8DyPUChkV/Gctil+4hOfwOc//3nXa6FQKJRnnX3JGRUE2UMwGMQHP/jBay/jYkSjUcfSx9eA47it/y6KInK5HPL5PBKJBHw+H6rV6tlnmO7u7uz5K1VV0Wq1IMsySqUSWq0WKpWKHWRJkoRisXjW9TxkiHFyqVTambwQL6dLsS3Y7PV66HQ6RyXSrVYLmqYdtRaO4yDLMkzTRDabRaPROOsslqIoZ1FIjMViexMzSZJgmibeeecd+3wXi0VEo1HP17KNRCIBSZJc+5oRpUNRFO1jVyqVUC6XIcvyPVEbv98PwzBcX0fRaPTsdh3HVPr3zZeZpon5fI5ms4lKpWK3iedyuTUhnVV4nsdnP/tZ/Pqv/7rrtVAoFMrzDk3ODvDJT37y2ks4O5IkIZvNPsjqDsuyyOfziMVi4DjunoBBoVCAYRioVCool8toNpsXNZQlMyDT6RSLxeJeYGUYBkajEQaDAWq12j2FvksmI9eC4zg7MTvEpaoo+6oThmEc7bFGBGby+byr16mqim63a1ffzk0kEvH8PROJxME2RY7j1jZNiAn5JeaEeJ7HdDo9+vgOBgNomnZvA6vRaCCdTq8laKFQ6KhraDgc7kxovMLv97v++2q16ui3IRKJoF6vo9/v24laoVAAy/4s1OB5Hn/6p3+KN95440EotVIoFMpDgwqCHCCXyz0XrX67IGpw5zKhPYV4PI75fL42N0aqHX6/H+Fw+KL+SNvw+/2QZRnvvvvuwb9dLBbw+Xy2QMlkMkEikUC323U0kxIMBhEIBE5WSLwkwWAQlmU58sm7pABPIpE4m79av993rRCnKAp4nke32z1rgqppGkKh0Fm+u9/vP9guxzAMWJa9uPALwzCIx+NH3TvJZBJ+v99OOrZRq9XsecFTZl3v7u4gyzJkWXYsmS+KIhKJBJbLpV21FAQBgiCg0WggGo3aSZCu62i1Wo7XGIvFMJvNHLUa+3w+24eN0Ov10Ov17IqlaZp44403kE6nHX03CoVCeRGhyZkDXn755ec2OQsGg67U0vx+P3w+31kNe4Gnsz+dTudeENdut5HL5dDpdB5EklIqlZBKpRz//Ww2W6su1Ot1ZDIZcByH6XS6MzhPJpPodDro9/vPlCn4aDRy5DEUj8exXC4vkpydQwRjk0MeZqskEgnPpdt3EQqFzvbdncwxDYfDrdWS8XiMTCZjV5m9xrIszOdz10qFh1QJV6lUKrbnVi6Xw3Q6RafTQSaTcbX5pSiKI6GUaDQKRVHQbre3JtvhcBiTyWSrr1q5XHZ0HxCvMCfEYrGd33P12shkMo7ej0KhUF5UaHLmgEePHuE73/nOtZfhOT6fz5VamqZpME0TwWDwpOSMCENMJhOIogie5zGfz8GyLARBAMdxePfdd7fOruwKNq7JqabEq4nWasBEfNXu7u5smf9gMHjWjQJRFD2d1dM0zVGbqSAIF2nnY1n2IgbEpVIJsiwjGo2iWq3urIYlEgnIsnxWlcpMJgOWZdHpdM6alMZiMUcVuW3JCmkVZBjGNj33sppPZqbcVuzc/L1hGPeObzAYdCUQQypKqqpC07R71S2O45DJZGxl0H0zwoeSKifP/kajgUKh4Oh573RG8kVo5aZQKJRToMmZA0jP/LU8mM7Fvp3OTfL5PNrtNnRdRygUOurz4vE4BEFArVbbGyQWi8VnRiEzkUh4KqJSKpWQTCbt9qNNTk2MN9+DyMjP53Msl0u7JU8URei6fnKi5jTpqtVqiEajmEwmZ50ZzGQyZ2tn3IQY+3Ict1NanChDnotL+RU6rUYeeo6uKv2RpEAURYzH45M2ZWaz2VHP71qthlgsdpQ4S7FY3NsKuUkul8N4PLbvl36/vyZfn0gkoOu64/N5yGDcyTOW4zjHmyZOK7+LxcL13BuFQqG8SFBBEAeIomjv5j4vpNNpx4lZLBZDuVy2g2ansxAEQRCQzWbRarUcteM9S0mwIAieV/IajcbW6k4ymTyp8pFKpZDP59Hv9xEKhRAKhVCtVlGv1+2WSeDpXIosyycnZoqiuJKj73Q6jlogj0WSpKv4ahmGgWazudb+ynEc8vk8qtXqWTYiBEFALpe7mJF8pVJBIBBAJpOBoiiIxWJbN3HS6bTjdmSi7DkajbBYLLbOKZFn86EZv3a7fdScE5l7dUs2m8XNzY3j1xYKBVQqlXuJULVaRSqVQqFQQKvVciwyUigUDj5rD22yMQyDTCaz9zNZlkWhUEAikXDcQeC0TZJCoVBeVGjlzCGPHj26WKBzbojZpxO2JR9ufKiy2SyGw+GDFBzxgku26JBAyG2CRgQBVtsh983deGWpMBqNkEqlwLKsY0GQc7WsSpIESZJce5d5xXw+ty0fOp0OZFk+6/MkmUxerEIIPN1QWW05JnLtgiAgk8lgPp+j2+26Pr+rG0H1eh2xWAyyLGO5XILjONTrdVSrVSQSCSwWi61VSFEUkUqlXG8qSZKEfr9/VCV3NBohl8uhXq/Dsqy9G06pVGrvPU3uW03THLXkOlVG3VdZUxQFgUBg7zXKcZw9w5jL5XYmXT6fD6lUCpZlgWEYlMtlvP/97z+4PgqFQnlRocmZQx49eoRvfetb117GyTAMA7/f76hNp1gsotFo3AuoVFW1Z8SIhLRlWWsBgSzLUBTFdVIWCAQuGlSegqqqZ50V2qRer7ve/Sdtl04VAInHlletdre3twgGg47+djabIRQKHeXDdAinIgvnggTqpPVrNeD3spIgyzI4jnsw99BiscDNzY2tCnuq4Eu73bZVCFcTnmaziVwuh8ViYT+P7u7uMJvNYBgGOp2O6+QsFAodLTrU7/fX2hlJ58BmJY3necf3ppPkLJFIONp4U1V153cLBAKwLOvgsy2bzdrP/NvbW+RyObsKbFkWdF23z8GqqEooFKLJGYVCoeyBJmcOyefzz8Xc2a5Wp3Q6DUEQsFgs0Ol0kEqldqqUNZtNFIvFtQF44uvEMIw9BE9ELNwQj8ddqUdeE5ZlLz4bNxgMoCiK4wSGmOE6IZlMolarwbIshMNh21jbbeWAYRhomoZgMIhOp+PK7+kcMvKiKJ4l4TuEJEmIxWJYLpd7k6VyuYxkMglRFMEwzEmtqz6f72rVwX3wvHc/NYZh2Gbzq8+KzWPM8zzC4bCtMOs2OfPSg6tarSIcDmO5XNq/IZIkebrBQ5K3Q7NfDMMgkUhgPp/byWu/34ff70c0GkW73T54rDZVLJfLJd577z1H69R1Hb1eD6FQiPqcUSgUyhZocuYQMsNxbV+tU9iVmBHVRlItYRgGs9kMHMftDJY3E6hOp2MnDW6kqjc51vz3GpDg5lIkk0mYpumqAuQ0eYxEIphOp4jH43a7mJvvR1rHZrMZut3uvcqBUwKBgOvXHGI+n9vecpeA+E41m01HrYuWZa1tZJwi9U/mCVVVfVBt2G6sBQ5BkhmGYfYeq+VyuVZFSiQSa68/xKp3mRf0ej17vblcDq1Wy1Vi1mq1dnoBkk0YJy3nhUIB77zzztq/kWuG3PeHXn/KMRkMBviv//ovfPSjH0U8Hj/6fSgUCuV5hSZnLnj06NEznZwNh0PkcjnbAFkQBEiSBEEQ1nadSbDoJkg8dlYoFApBURRbMfChyeTvQ1XViwX8wNMAzGlQ5Pf7EYvFHM8WdrtdCIKwllCpqrp3Bz0cDkOSJIzHY0ynU0/ujXMZMLs1hT4FURTt6/kYTmkpNQwDd3d3GA6HntsiHEM2mwXP866rVk5YNVx2ohRI1DPdcHNzc7Ra4zba7TZeeuklPHnyxPVrZ7PZzmdyPB53nIxve2bN53OUy2UIgoBkMonJZALDMOD3++1jxvM8YrHY0YnZxz/+cXzmM585ywYMhUKhPE/Q5MwFjx8/xje/+c1rL+NoNqsZuq7vnWEolUpQVdWuZnnd1lkoFFAul0+qtF2TSyZmwFMVRycBNwng3M4dbQa4+1rRSGLqlTeZqqq2YAepOnmJGxEbv9+PRCKBer2OSCQCXdeh67qjBIAc+9FodHQFrN1uQ1EU8DwPQRC2mrEfwjAMZDKZi1fPEokElsslFEXBZDI5mxCQKIqIRCIol8uOq8PHmnx7ldiLogifz4d3330XhUIBg8HA9bOvVCrds0cgx8EJpFV5E6K0uFgs1qq4xGKD/M2xz2pBEPDRj36UJmYUCoXiAJqcuSCXy4Hn+bP6Ej00eJ5HOp3GaDSCpmlot9uetPJpmvZMVCHdzHedm+l0urfNShAERCIRz47rrvbJUCiExWLhKuEBfjbr4vP57JZJsis/HA7tTQBd15HJZMDzPBaLBUzTBM/za8qYbr+j07Y6khiS9yeB6qEWOuCpf9zqMTu2RXfTgoBhGFvxrlQqOU5GiCokx3EIh8Oez3L6/X7E43GwLGvPEFUqFWQymbPf25FIBIDztl3gaaJRKBQwm80wGAwcba7EYjHPqrmrqozkf/v9fgiCAEVRbAGNQ5TLZUSjUfj9flSr1a2CMoIgQFVVyLIMhmHQbDbtz9p2Xe76TSP/LkkSGIY52mPxN3/zN5HL5Y56LYVCobxo0OTMBTzPI5/P49133732Ui7GamVkOBwiEol4kpw9C4PgmUzG9kfaVDbLZrNXqfg1m82ts4CyLJ/UcrTJLjl9UtE55rtHo1HHIjGj0WhnVZfMDl0Sy7J2JqscxyESiSAQCKwdf1mWj6osbgp6WJZlK965qSpOJhNwHAeWZT2Z+YpGo1gsFuA4zm6BXa3YkPPV7XY9ndVaJZ1Og+d53N7eYrFYuK5Orv5tKpXCcrnc2bIYDAYxHo/RbrcRj8dPVvvcJtQynU4xnU4xHA7BcZzj40buzcePH9/7PSKG591ud+0z922mHBJsiUQiR1VB/+AP/gDve9/7HHugUSgUCoUmZ64pFosvVHK2iVe+XpdWOXRLNpvF7e0tDMOwZaJZloVhGFf1bdN1fa2tKZFIQBRFVCoVT+d6Op3O1kBREISj2jmJCpxTFEXZmZzt82faRaVSsdXhdiVMmUxmrx8bqW7wPA+/349gMAie5zEYDO4F7qqqejanRPD5fK6DXMMwbDU+su7pdOq6+p9IJMAwjCP/u8lkgpubGyiKgvl87sncGzHw3twkOeU5QvzDtiVegUAAy+XSvtZHo9FJs2fFYvFgm7FhGLi5uUE8HrcTtkNsXsskMXNLKBTaWxU7xvfwtddewwc/+EHXr6NQKJQXHZqcueTRo0fXXsJV8Wr+wktvJ68haoVkzseyrAfjGwU8bWvK5XIYDodn9Vnr9/uQZdlO+jRNO0oF0I2cP2HfTv6xVVee5/cGmYfmutrtNmKxGDiOQ6PR2Nvuqus6UqmUZ9dNoVBAtVo9elNgsVgglUphPp8jGAxiOp3C7/djsVggEAig3W4jHA6j0+kgGo2unePNGSennJrQOPn8crl8cpVuOp2iUChgPB7bUvSbx0DXdcznc9fHgswv3tzcIJlMOqock0RRFEWIoghJkiCKIjiOw2KxwGAwsO9JVVXXqtjHzNUdUl889hz+7//+L1577TVEo1HXr6VQKJQXGZqcuYSoj71Ic2eyLMM0TYRCob2VBTc85MoZx3FXV7k7xCWSxbu7OyiKAlVVoWkams3mQRPcbUQiEVfXTbFY3BkAMwxztCiNJEk7r7tQKGRXUnZhWZbjIHW5XHo2q8TzPCzLOrkVeNf3y+fzGI1GdrIZi8Xs/5ZOp0+659vtNmRZRjwex2w2s4//oWO9yqHW0JubG0cGzbtYnXdUVXWr1DzwtLJVLpeRzWbR6/V2KsuuzlbWajW7ldLt+kjVcdsmAMdxkCQJjUYDsiwjGo3CNM2jkrN913Q+nz96Q6Df7+MrX/kKfu/3fg/RaJS2NlIoFIpDaHLmkhdx7owY23qpTviQZ87m87ljee7nndFoBEVRTmrjdHOuVVXduYuvqir8fr+rxHRVYXRfkL9ZgfACr7y9lsslyuXySf5nu1AU5d73Xm2n2+d16JTxeAxJktaSgFwuh+l0ikAgAMMwMJvNMJvNIAgCBoMBlsslMpkMBEFwVG0aDAbI5/OoVConbfzM5/OD13q1WoWqqigWi7AsC5Zl2TNjlmVhNBptXbOXSreGYdhJ23w+tytpmUzG9Xvt2mjc5Yvphlarhb/6q7/C7/zO7+BjH/vYSe9FoVAoLwo0OTuCl1566YVKzs5R5XrIlTPgabXHqXjF8wzP8yerVbqZUwyHw1tnbSRJAsdxjkQZyCyYLMuo1WrI5XJgGGZn0lcoFDyrRHIch3Q6jcVi4Xl13cvrMRKJ2K1yq8nI6sxSMpm8N+N1LJtiFPuOt6IokCTJdcWuXC4jlUqh2+0eXflOJpOOEuDVaptTZrPZSRU+JxxzzaXT6Xv3hiRJJwugEDiOwy/8wi948l4UCoXyIvBwB38eMK+++uoL1aJxjgrSZDI5apf3UrxI53cfy+USuVwOwWDwpPdwyrbqAsdxkGXZcWVLlmV0Oh2USiUsl0uYpombmxtwHIdkMrn2t4qioFKpeFbVSKfTqFQqaDQanovGnNJqqygKstksstks/H4/ut0ubm9v763xHJsm2WzWVYJPlDqLxSJisRgKhQLS6TQKhcLB197e3kJV1aOFi/r9PkKh0FGvdUIoFDrbvC3P864TRiKzv0ksFvNElRd4WuX71re+5cl7USgUyosATc6OIBAI4NVXX732Mi7GOQK2xWKBWq0GSZIenP8Nz/O0arZCpVLBdDqFLMtHvd5NW+O2jYBQKHRvLoYIJWxCRC4IHMfh7u4OuVwOiUQCjUYDxWIRkUgE0WgUmqZ52m52rA+UEyzLQjgcdv06hmHsdr1qtbpXUt0wDPA8j1wuh9lsdnJLIxEycQuxDmi32yiVSqjX62g0GlAU5eBrO50OUqnUUQlav9/HZDJBsViE3+93/fpDkKqcJEkIBoOIxWKeCGYEg0GEQiHXreeWZUHTtHv/fow64z5+8pOfePp+FAqF8jxDk7Mjef311x+04qCXeLWDug1d19FoNI6SRz8Xx86bxePxM6zmYRCPxz2V6t9Fo9FAPp9f+7fN5I7neSiKYqvs5fN5ZLNZAE/nI1fbschsTqVSsVv0bm5u7OqaVwI3hOFweNbKi6qqrl/D87zjqtvt7S2WyyUqlYonM3hk3swL4vG440S6Wq1ClmX7unDDfD7Hzc0NTNNEoVDwzD6EYJomdF1Hv9+3BVNOIZlM2n5sx7A5GykIwk6xk2N43/vehy996UuevR+FQqE879CZsyPRNA0f+chH8P3vf//in53P58EwDMbjMbrdLlRVRSgUgmVZJw9wb+PcypSLxQIvvfQS5vO57UN16pzTKbAse7QQQqFQQKPRwHw+f/BzdU7I5/MwTfOkORm3we2mkt9mUpjJZOwKxOp8kKIojtu69lWPTiEYDJ51pqjVarkWBkmlUmd5Lhwim82i3++fLCSkKAoikYhrMZTBYGALhTSbTdebTPP5HKVSCYFAABzHuW4ZdMqpVgOGYZz0jGYYxvZxXC6XYFkWw+EQqqqePIvJsix+4zd+w1HFk0KhUChPocnZCXzqU5+6aHKWz+cxm83uBVokCAGeVg68rnRJkuSpUqMkSYjH47AsCyzLYjAY4MmTJwCeBgpe7bQfSyQScR3MEtU7UrUhAQ/wNEDxWmXvnDAMg2w2i06nc5WgXtO0tbaqzcCz1WrZZsqruEno9/moncJ4PIaqqmdrb9R13XH1qFAoYDAYoNvtnmUtu5AkCaqqnjxzJ4oikskkKpXKSZs15XIZiqIgFosdtabJZIJUKnW25GwymSAajbpuJZQkCdFo9OQEatuziWVZ6LqORCJxkpfia6+9dlQrLoVCobzIvBh9eWciFovhAx/4wFk/g2VZFAoF+Hw+lMvlgz+UqVTK8zV43a4XDodRKpVQLpdxc3OzJnGez+c9bak5BrLbvjmLsauNNRaLQVXVtVZIYlxdqVRQKpUejPhJIBDY+u88z0OSJAiCYCv2eZGQsyzrOrjbXONisVgTg9B1/eTWwVNbNDVNQ7FYvPfvqqp6OsO2CsdxKBQKjpOt5XKJu7u7s7ej5vN55HI5FAoFxONxLJdLT8zRJUlCtVr1pAI9Go1QrVbvtcw6QZZlzOfzNf83r3FbWVJVFYZhnM3v0DRNzOdzNJvNo793MBjEpz/9aY9XRqFQKM8/tHJ2Im+88QZ+/OMfO/57YhjKMAzK5TJM00QsFoPP54Ou65jP5wiFQuA4DqZpwjRNV1WXm5sbqKrq6S5vpVIBwzAHg6RsNmvP+CwWC/j9fgSDQei6Do7jIAgCeJ7faUO7iUfJAAAgAElEQVSwKuN9Tfr9vl35INVKy7IwmUzseRFBEBAKhTCZTDAcDrdWK2OxGAKBAEajkeezTW4JhUJQVRXlchm5XA6tVsueVRkOh5jP51gul4jH455WyzKZjKtzyjDM1mNVKpUQDofh9/tRr9dPVtMcDAZHVwVIlWMwGEBRFCQSCXS7Xbst7BwVlkgkgsVi4epZcKnW4Mlk4rmABPD0PpRl2bPkkuM41/6KZMaPnN9sNovpdOrp902lUq43QjRN81wNdBduOxl8Ph9SqRS++MUvnkVUhUKhUJ53aHJ2Iul0Gq+++iqazSYYhoFhGDAMAyzLgud5sCwLwzAwn88xmUwwGo3sYIModpHBcMKpQZXX8zSmae4NasLhMHievxcszGaze+1dq8qMgUDArpKdw2DXCzYTlWg0ikQigcFgsNUHiGEYJJPJe/5R10bTNPv4kmR72/H2ytuI4LbFVpKknZXTXq9nm8Cf6r/FcdxR91koFFp73Wg0gizLduJ7LnRdtyu0hxJ9SZIQCoXuHSOyWdBsNqGq6knnOhKJQFEUz83pCYVCAcPhcK9xuBtYlkU8Hj/4jBEEAeFwGLquIxwOo9vt2ufbNE1Uq1WwLIt8Pn/S+Sbee6Q6RcRH+v0+BoPBwY0wt0nmKTipXGqahkKhgJ//+Z/HBz7wAc9FVCgUCuVFgrmkaMHHP/5x67vf/e7FPu9S3Nzc4G/+5m+uvYx7kMoVUUJcLpf28LhpmnYiSf7NMIx7P8RkF1TXdSyXy7WWqnA4DJZlXe0iq6oKURQxGAywWCwQi8Xg9/sPVle2zRhdm3g8Dr/fD8uyoOs6GIaBaZoXn/FxQi6Xs0UNLrW+Yyq4iqJgNpudxVuPIEkSwuHwUdXMXUE5wzB2MH8uGIaBLMsHk8rNjQ6e55HNZteMhgOBAGKxGFqt1lHJ1bk2U4isvJeVKTL/aZomWJa1FST7/f7asZRlGbIsO6qmiqIIn893VJXUybHjeR6qqtqiHJutsplM5mLVeNKqu6uC+dJLL+G3fuu36GwZhUKhuIBhmP+yLOvj2/4brZx5QKFQeDAteatMp1PXCY0oitA0DYIgYD6fo9Pp2EGdJEm2b5Esy9B13fX7k2Aml8thPB6j0+nsnGlTFAU8z8Pv9+P29hbFYnEtwLwWyWQSi8XC8yrTOalWq4hGo7i7u0OxWMTt7e1ZLRKApwmA2+CVVKJSqRSq1erZ5reOCf73XX+WZdmVJC8gVRSiwspxHNrttqPjuW2DZXPdk8kEpVIJsiwjHo8/iGs5l8uh1+t5PiOXzWbRarXuPas4jkOxWES/34emaWg0Go7bXEkbcD6ft9VZndJqtQ4e8+VyiV6vh16vd6/99tK/NcPh0J533JZUfv7zn6eJGYVCoXgITc48gGEYfOpTn8JXvvKVay/lZObz+U5pZ13XUSqVUCwWtwY7h9A0zW63Wg0uer0e8vk8arUaIpGIPbuzGkDn8/mTJadPIRKJQBRFKIqCJ0+enC1pOBeWZaHX6yEWi+Hm5mZvsOUVjUYDgiC4lnIfj8cYj8dnW5+u60e993Q63alcynHc1mA7kUiAZVnM53P4/X6wLAuGYbBYLKDrOgzDuFcpzOVyKJfLsCzLbgsuFouOEjNZlrFYLMDzvK1yGYvFdiY84/H4KBl2N8nIIcLhMGRZPkvCQc4zx3FIp9OYTqd2q6RhGHbSeoynm2maKJfLrjeNdF2HZVmOr8HVTZRcLueJ2IpbDMNAqVS6lxh++MMffq79HSkUCuUa0OTMI1555RWIouhp0PIQIcG9W4rFIkql0lYPqMVigXK5bFcHtrXadjqdi6o4chyHaDQKv9+P2WyGRqMB4Gk1LxwOYzqdXsSU2UsMw7BbXEmwde4EbbFYoF6vIxKJuK4q1Wq1tbnEa9Nut3cqdhqGYQepk8kE7XYbkiSh1+s5atEMBoNQFAWSJOHtt9/e+tnkGJJkZjabQZIklMtl5PN59Ho9BINBVCoV8DxvJyNO7leWZV1tOGwaFx9LMplEp9PxbLZslVAoZG8KGIaBer0OURSRSqXueemdwu3trSPBpFWm0ynu7u7WkuhdaJqGfr9vz0le8zfGsixb5CkWi+GLX/zi1dZCoVAozys0OfMIouS1S4nwecFtxUhVVciy7ChA3GX6TObmWJbdO28jCAIWi4Xtj0SG5nu9HobDIaLRKARB2BuY5XI5LBYL9Hq9rTvUo9EIlmU9c4kZYVNIoFarIRQKHVU5cApRMMxms65EUpbL5ZrhtJe4nbXlOA6qqu41mF5dZzabha7rjhNSohCqadrW6tx4PIbP54Pf7wfDMGvVC0VR7M8m1bXlculYNGU2m9lJi5NjraqqJ9cLEU0KBoOeqz0SlcXN8zyfzz2fZ5zNZsjlchiNRq6OSzgcdmRY3mg07Fbzc6hiumH1/o3H454l6RQKhUL5GdTnzEMeipfVudg1U7Mpa87zvG1kPJlMTt6lHg6H6Pf7iEQiW/878YIjrUJ+vx/lcnktYCW7z6IoQpZl+7UMw0BVVaTTaWSzWVQqlYMzJOPx+JmasfD5fMjn84hEIveC7+Vyae+Cn5PFYoFarYZCobCz+rSNcyXBTlv58vk8JEkCy7Lo9/uONyeq1epR82eDwQDL5dKucK7S7XYxm83ueWJ5IZkfiUQctQ0nEgkYhuEoqdiFoigoFAqQZRnVavUshuDhcHhnojQejz3/zEqlsvZccYLTDYL5fA5VVa+emG3yEOZ/KRQK5XmEVs485BiD02eJ1V1SnueRyWTQ7XahaRo4joNlWVgul+j3+0ilUhgOhzurYW4wTROz2cw2c15VKVMUBYIg2EnHZvJBZnZIMDkej+3kgFgZ3N7euhauUFX1LK1YXuH3+xGJRFCr1ZBIJPbOfM1ms4vMjViWhVKp5EqGvNPp7JzzOhY3rZxEifOSKIqC5XK5U7DFy5Y84GliRuTcgZ9VoDfRNA2z2ezoNtNIJAJZllEul9cSyn6/j0KhYM/ZecG+95lOpxBFEYlEAqIo2p6Tp0DsNZyiqqqr47hpSfIQuLu7s8VNKBQKheIdNDnzkFUPr+eRbreLYrGIwWCA4XBoB7jbdu7PpSZG2hNFUYQgCGg2m3srB5tBzWKxQCgUQiQSQbVaPTrQfYhy+QRVVcGyLOr1uj3rdwgvkminVKtVcBzn+DNjsZhnHmLbqof7OLei5Tb2GVlbluV5FYUY3vv9fsTjcTSbTRQKhbW/aTQaGA6HRyVPZP6tXC5vvW+m0ylKpRISiQTu7u5OnqnSNO1gFZD4ixFOnb1st9uOvL2IrH+1WnW8IXTutuNT+Od//mf84R/+4bWXQaFQKM8VNDnzEFmWH/QPqRfc3NxAluWjFN68wG2Fy+fzrQXYg8EApmme3Ao2Go2gKIonLWVekkql0O/37WqP09ajer3uuVDCLkzTtM3Xnf69V2xrF9yHJEmefbYTWJY9eI3LsnxSciaKIqLRKAzDgKZpmE6nyGaz8Pl8ePLkCYD7Fehj0TQNy+XSUXLdbDaRSCTQarWOrqDlcjnc3d25rnZWKhXXoiirRCIRR+cklUqhXq+7+hxN0x7sb8pPfvITvPvuu3j8+PG1l0KhUCjPDXTmzGOe9+oZcPmA1Q1Euj2XyyGdTm+tfHiVUAWDQU/exwsikQhyuRxub2+PbsPr9/tIJpMer2w7m8Ik+/By7syNgEGhULh4UJxKpQ7+zSlS6plMxq6qNptNvP3226hUKqhWq3jy5Mm9ipkbiAjHKqPRyFFFidBsNo9uD8/n86hWq0fd38Sk+lgMwziYUBaLRdTrddcbWw9FrXQX//mf/3ntJVAoFMpzBa2ceUwmk8Fbb7117WWcDU3TLtoC5wZZlsGy7EWqPwBcBZ3nRpKkk1tJie/WZkUwHo+D53nH6n9OcCPI4OX15jQwVlUVuq6fJHzhBkmSEI/HD1aYstkseJ4/SozBiVpmq9VCNBp1VAViWRa5XM42TB4Oh7avG0mCia2AGxqNhiOJeQLHca699AiapkHTtJMqhYIgHJw/zWQyRwtouK32Xppr+K5RKBTK8wxNzjzmUpWHS0CkrskMiBshh0uiquqap9GlGAwGJ7VCuYUEoTzPYzweo9/vIxqNgud5z+TB5/M5OI5DsViEZVmYz+e4vb0Fy7LIZDJgGMaVHP4uNhU+9zEcDj3xEPT5fJAkaafgxSqapnnyPfdBrlti/H4oQVBVFe12++g5OCfJjq7rME1zZ3t2LpcDy7K2ncTmmr0I1GezmeNnTTqdhq7rjs8VuV95nkc2m8XNzc3JCTjHcXuvp3g8flIbarVatefUvBJM8RJN0669BAqFQnmuoMmZxzzryVksFrPFGrrdLubzOQRBsA2i4/E4Wq3WtZe5htN5D6+5u7tDKpWyj9O5yWaz94Lhc1QJdV2/t8tvmiZqtRoYhvFkNs3t8fJCBMPn8+Htt99GNpu1vexUVYWiKLi7u1sL0heLhSvREjewLItEIoFer+d4QyEYDGI6nR6dmEUiEdtI/RBErn8zIfb5fGg0Gp77hG3DSdsrwzC4vb11nLCQ6zYUCmE4HHomBS9JEqbT6c7/zvP8ycIylUrFtU/gpaDJGYVCoXgLTc48RpZlqKrqWrji2jAMY+9WbwY7i8XCDsjO7YflFp/PB8uyLla92uT29vaevL/X+Hw+RKPRs5gxu8WyLPR6PaTT6Xttjm6qW9cQUgmFQhgMBmsBbrfbRbfbBc/zKBaL6PV6WCwWMAwDhUIBNzc3J19bmqYhFArBsixYloVms+k6uZVl2RZQCYfDGA6Hjtv+FEVxnWR2Oh0Ui0X7fBJLgUtJujs55pZlOa6wEcsMAJ7PEcqybLd0MgyD8XiMYDCIVquFyWTimadar9dDPp9HrVZ7UK3lD2n2lkKhUJ4HaHJ2BnK5HH784x9fexmOIebOToL/Wq3mah7knGQyGdzd3V0laVFVFaIootPpuBK3cEsikYCu62dN/twym81Qr9cRDAbtwGw8HkOWZcfnwu/3u6omuDGu3kYikdhb8Vkul3YlhWEYCIKAd999F5lMBp1Ox9FaRVGEpmkYj8cwDMM+d51O5+TWudUAfzAYQJZlx+/JcdzRSZWXc4ZucPJ88fl8jr/XeDyGqqr4/+zdWZBk53Uf+P93c9/3pXKr7gaa3QBBUBAaGOwUQYIDDqUYyQFZYQbkkTyyHRMT9jgmJuyJmQfHzJM98+An2REaO8JYyAApaiiFKVKiRMoSGRoRbDAogAa70Y1uVlZV1pZVuVbumXceGveyqmvL5W6Z9f9FdABdlZX3q7xZ1ffcc75zfD6fOttsY2NDk4y38vN/8GdUCQBjsZhm5datVgvxeBxCCCwvL6Pb7aLZbMLj8cDtdkMIod5YM7LEe2lpybBjERGdBwzOdPDQQw9NFJz5/X5EIhHs7e3B5XKh1+uh2Wxqss/mIKfTieFwqN51Vfa8rK2tjV0aNBwOLbH3LJfL6TZL7SwHv/9QKAS73X6oy50yjFvZs1Wr1aa60x0Oh7G7u2upu+QH1Wo19eI4FotNNPttklb6JykUChgOh7DZbNjf34fX68X+/j5arRa63a76np60DPNg4HPwgjsWi6Hf7x8bFHm9XkSj0UPvSS3fnweDXqfTiXq9fqTscnl5GZ1OR23qIssyarXa1Jkis7LRwL2M9Fmzx1Kp1Ng3A5TZcUpFg91uh8fj0ez360nBpNbl1krG9GBJ5nFZ6FgsBq/Xi3K5rPsQdaOHtBMRLToGZzq4cuXKqU0HUqkU2u02QqEQRqPRofbP+/v7iMfjCAaD2NjYOPMCxeVywefzwW63QwgBm80Gm82mBgeyLEOSJDgcDmxubmI0GiGbzarttKcpvyyXy3C73afus9DbcDhENptFs9k0rNQKODqs9mCAchKbzYalpSW1q9tZr7nT6VTnIVk1MDsoFAqpNxTGtbOzM9GcOLfbfejvqVQK29vbh96D918IS5KEfD4/9t4iIYTaav64dSlZ0nw+f+hnC7h3gSpJ0qHshdacTic8Ho/6fsvlchgOh5AkCcPh8ND36XQ6USqVZipD3tzcxPLyMlqtlin7TIvF4om//xKJxEwZ89FopFn2f2dnR/MbaceRJGnsbOnu7i52d3fhdDp13yds5dEqRETzSBjZ/enatWvy9evXDTuemb75zW9ibW0NlUrl0NBYpVvcuP/IejweNfAKh8MA7gVwlUrF1DvbqVQKOzs7pq5BoUUWZhxK6/xZA6ZEIgGPx4PRaIROpwNZluH1etFoNNDr9dDtduciKAOOzxiNa5KMlsPhQDAYVH+OksnkmZ0Bw+Ewms3mWBfhS0tLqNVqM8+UUtrL61FqWygU0Ol0zvy+9Rgmvry8rFkDjUkFg8Ejvy/Pumk1Di0rAIwY4D7tOXA4HFhaWlJfr3A4jFAopNn5fPHFF/H8889r8lxEROeFEOIdWZavHfc5Zs50srKyol5EjUYjhEIh9e76JPtP2u02XC4Xut2uYTOXxlGtVhGNRieeYaQHo5pLhEKhiUr3TnLcXexWqwVZlk3NRk4jHo9PfZG8ubk5dnlqv9+H1+vF7u4uotHoWC3bg8Hg2CV93W5Xk2G/ytwvPYzzOutV7jtrt8FZKEH2aDRCIBBAJBLRpFxQyxsgk4yGmNa0N6D6/T6KxSLi8Ti8Xi92dnawsrKiWUBpRKdaIqLzZLZd9nSser1+6OJR2XfU6/Wwv78/8fOZeWF0HI/HA7/fb4nADLi3d84Ifr9ft+dut9tIJBK6Pb8e8vn8zNmLSZqpNBoNFAqFsS4GlczuuHw+39iPPY0sy6Y2b2k0GlheXtb8eZWh0mYoFotIpVIoFApq6agWgZWWN7v0rkDJ5/Mzd5lUZukpe8T6/b4mzYyy2ezMz0FERD/H4EwHH374odlL0JVZc8VO4na71ZLDeaZn10etZbNZTUrCSqXS2MG13+9HsVg8M1N6cB/YuNbW1o7sa5vG6uoqMpmMae/HWq2GlZUVTfcBKeXU+Xxes+ccl8vlQjabxcbGBorFovr99ft95PP5mW6YhMNhXLx48dDfp33d9CzvjsfjupRM7u7uHmpkNC0rdO4lIlokDM50sGjBmSRJcDqdCIVCSCaTlhuEurm5qdksITPNy2w8u92uSXkncK+0rNfrnXrhH4/HUSgUUKlUxnrO0WiE0Wg0UbAryzKSyeTYjz9NqVRCJpPR5LmmpdX34na7sb+/j2KxiNXVVV2ycgfZbDZkMhksLy9jeXkZgUDg2N83w+EQq6urEEKMHdwre3eDwSAKhQLW1tZw9+5deDweOJ1OVKtVDIdDpFKpiW+U6PX7JxaLYX9/X7fB3/V6feabElYa80FEtAgYnGlsNBrhzp07Zi9DE0II5HI5jEYjtTRznL0+eltaWjpUZpXL5SxX+jkNpT261SndRrXS7XaPvRgWQqBQKKjlWJOUBHu93olLzVZXVzUr0TKy0dJxtNoHlEgkDgUGKysrmmRbjlMoFDAajVAqlbCysoKVlZUzS6cbjQY6nQ5yudypj8vlcmqHzXq9fqgct91uq69Xr9fD1tYWZFlGLpcbO5OmdfBks9lQKBSwt7ena6v6SqUycyD/zjvvaLJfk4iI7mFwprGNjY2FmfuSzWZNmyV2HL/fj0QigY2NDaRSKfXjRrX51vuCWxkPYHX7+/ua70EqFotHsmezdOSbZk+SLMtYX19HPp/XbA+aWbR4r/p8vmMzpEqLey0IIRCPx9UOl5OuW5KksQKoaWYNrq2tod1uq+9Lj8eDSCRy5L2Rz+enynrn83m4XC7Y7XZIkoRYLIZCoYBLly7B5XJN9XpMY9ZAvtfr4ebNmxqthoiI5r8WzGJu375t9hJm5nQ6EYvFLBWY5XI5bG1tqfuNVldXsbS0BLfbrXsLayMVi0UsLS1hY2PD7KWcqNPpIB6Pa1rO5HA40Gw2D80QO6vVdyqVUgdQH+xk5/V6Z1rb2toa4vH4VM17AEw0KkNrkUhEnWk4C2VO40kX7tPsM4rH44cyYXa7HQ6HY6rGQolEAqPRCM1mE/V6/dR9iLO23V9dXYXdbke73Ua73VZb0wP3OsV2Op2JO8bGYjHs7Owcyvgrs8kCgQB8Pp9h2Shlj+YszNiPSES0qM4MzoQQbgB/BcD10eO/JsvyvxRCfAnANQB9AG8D+MeyLOtTGD8nOp0Obt++DY/HM7fZM2Xzv1nBgd1uRzQahcPhgCRJkCRJLXW6/873wTVqMffoNPl8HltbW7o9v0KvVuha6vV6mgVmbrcbyWQS/X4fGxsbqFQqYw30PTijSikBU0rLHA7HTO8FWZaxs7Mz1iy1+zmdTgQCAdMa5rhcrrEDs0gkAiEE6vX6kWArnU6f2vBlkmxLKBRCIBBAqVRCoVBQg28hxNRNZWRZPvQan9aQQ4tGOwdfH+W9qpgkuFHe72trayeuudFooNFoIJ1Ow2azoVQq6ZpBazab8Hq9MwWD9Xp9poHnRET0c+NkzroAXpRluSmEcAD4vhDiWwC+BODVjx7zZQC/A+Df6bPM+fD222+rF9bKRu55mluVTCZRrVYnuvBSWpvb7fYzgwqPx4N4PA4hhHqBNhqNMBwOMRqN1HED918Q5/P5M0uSlFIrrQM0t9uNSCSi2bDa0ySTSUtnzABofuMhkUgcOWeyLCMcDh9pHe52uxGNRrG5uXnofAyHQ10C82ku6lOplCHvlZOUy2UsLy9jY2Pj2J/jUCgEt9sNSZKwt7eHbreLYDCIYDAISZIwGAxgt9vPvBExbnMWr9eLWq2mZja1OE9Op3Oi36t6dlIE7s3TO20GmSRJSKfTsNvtatfJcShBdjgcxmAw0G2eY71eRy6Xmyk4m7XNPxER/dyZwZl875ad8q+C46M/sizL31QeI4R4G8DpO7LPgYP7cHZ3dxGPx9Hv9zUddqqXSCQycWAG3LujrFxEeDwexGIxSJKE4XCIVquFfr+P0WiEwWCAdrs91YXruBfJxWIR2WxWs26SqVQK+/v7hgRMLpfLEs1WzqJl4xUlK3C/fr8Pp9OpNnpR9hSmUqkzSx21IEnS1KMCVldXdc/inmYwGGBlZQXLy8tYWVmBy+XCYDDAcDhEoVDA+vr6kUCiXq9PVIapvD4nfY8ejwf9fh+DwWCmIeUn6fV6SKfTZwYrfr8f0WhU90z0aYFiKpWaOdNcrVaRyWR0C86Ae6W8hUIBpVJpqpJVq99UIiKaJ2PtORNC2AC8A+BBAL8ry/IPDnzOAeA3AfxPJ3ztPwLwjwDo1uXLKtLp9KG/l8vlqbJRZnA4HFOt8WAL6Xa7remFUDAYRCgUmujCRmkWMm0JotvtRiKRQLfbNaSMUZFKpUy7oJ+E3++feT+V0+lUM6gnBdJKoOp0OmGz2TAcDg25yaG852bJfhWLRdhsNgSDQezv75vys6+0hN/a2lJHYWj1/orFYkc+5nK5EA6H0Ww2sb+/j0AgALfbrdt7Wmkgs7m5eWKnxGg0asjP1M7OzpGMciAQQDAY1OxG0WmZOa0Ui0W1MYnSqGTc34PFYhGj0UiT/WtEROedmKSWXQgRBvB1AP9EluWffPSx/wfAvizL/+ysr7927Zp8/fr1addqedvb2/h3/+5oZWckEkG/39f1zudBNpsNTqdTnd8jyzJ6vR6EEJAkCUIIdLtd9SLb6/ViMBgcuoj0er3qP9DD4RCyLKsdyZS5ODabDdFoFHfv3tV0/Xa7HX6/f+pSGafTiWAweGKjAZvNhqWlJfR6PdTrdUQiEQD3skJaze+aRCgUMuTiSwvK+2faQMnj8UCSpImabRQKBVSrVUiSpFv5lJL11fLmgpZZ3En5/X7Y7XZdy83y+Tz29vZgt9sRDAZNKec87UZMOp02pFlQNBpVZ63Jsox+v4/NzU1N94n5/X7D/v24n1KOvr6+fmqJ6NNPP43Pfe5zBq6MiGh+CSHekWX52nGfm6hboyzLVSHEfwbwMoCfCCH+JYAEgH888yoXwEl3aZUmB+l0GpIkqUGQzWaDzWZTg6V2uw1ZltULK2VvlhBCLe07WOI3HA7R6XTU0kklwBoOh2pnsdMoWQKl7LDVasFut6PT6aDVap24B+HgRUIoFJroNRpHPB6f6aKq1+uh2WyqQU8gEFADsH6/j52dnUMX4WaX5Jy1Z8VKRqPR1EGHzWZDOBye+PVWfq6Wl5d1Cza8Xq9mgZnT6YTb7TatKQhw72dU75l5q6uriEQiaDabpr1/XS7XiZ/Ta3Dz/RwOh+7ltlo0NZmWUo5+VrmuESXHRETnwTjdGhMA+h8FZh4AnwXwr4UQvwPgvwbwGVmW9d1xPSdO+we01+uNHXAY1UJ50r0mRtFihlan04Hb7VYbs1i1ZNDj8Vi+O+P9xskIKKVRkiRBlmXY7XbUarWZAmG9ygNn3SMWCAQQDofVtvD1et30MmajsnaVSuVIi3wzxGKxQyMECoWCIVmzZDJpaPmzmWq1mlp94ff7YbPZDnX6LJVKqNVqutywIyI6T8bJnC0BeO2jfWcSgK/KsvwNIcQAwAqA/++joOT/lWX5/9RvqdZn5t1NI0mShFwuh93dXV2Cnmk2pB9nHjqIHdet0Oruf109Hg8SiYRaPlur1WbOGvl8Png8HjgcDjUDpMdF8NLS0lSvv5LVzmazsNvtWFlZQaFQsMTNjnA4bEhgJoQ4tXzYCPV6HU6nU32/BQIBdY+i3gGysifrvFCyo8Ph8FCmNBKJ4PLly3jooYd074xJRHQejNOt8V0Ajx3zcQ6wvs8HH3xg9hJ0pQRl29vbugYU5+UfeKWj3rwZDAZqUNLpdDR/PygzzO7fl+Z2uzUvVXM4HFN9ncvlgsvlOhQEFYtFhEIhUztvBoNBXWdiAff2P4VCoWM7Pxrt/hsFyr5YvV8D4F52ch5/frX27LPP4vHHHzd7GUREC4MBloa0GsxrVZlMxoz3vvgAACAASURBVJAsjxEXVmYrFApze2Gn5ywvp9N54nP7/X70er0jwXs0GkW320Wn05moUYnNZps6S9vpdI4N7Gq1Gvx+vyENHJSBxsC9ks9er6dLQ5t4PA6bzaYGPna73bRGJ+OQJEn30vBgMGjoz6/e+wen4fV68cQTT+Cxx47cuyUiohkwOKOxGdUmeZHbMUuShIsXL6LdbiOfzx9q9KIEpcrHDgapw+FQ7ZR40MG/j0YjjEYjtNttNJtNTcu6PB4PfD4fhBC6Bh12u/3EdZfLZbWEUmn00mw21YDE4XBgaWkJQgi02200Go1jy84KhQJarRbK5fJMN1Q8Ho8asBwUDAZ1v1GjdL3U82aJ8nrefwyj9sROK5fL6X4Tye12G1rCenBkidl8Ph/y+TyeffZZ5HLnfrwpEZHmrPMbfwEs+p4zo5ocWPEusVYymQw+/PBDQ45ls9kQCATgdDrVkQgHg0Hl/w9e+CkfG41GGA6H6Pf72NvbU7t/hsNhXffytVotJBIJdfD0/drttnrhfX9JXb/fP9RcxWazoVAooNlswu12q2WRa2trmpTOnvTz3mg01H1Ps0in03A6nahUKoeCQCEEUqkUfvazn830/KcpFApYW1ubu/2QwL2BytFoVNexGFrti51Hr7zyCi5cuGD2MoiIFhaDMw0tclABGHfH/KwRAPNq1q6AkxoOh5oHUqFQSPdGK8ocvVkNh8NDr7dWHQyj0ShkWT6xQUk4HD42o3YSm82GbDYLAGpDFY/Ho3YbjEaj6mOVwEyvfZl2ux2ZTAZ7e3sIh8Nwu93Y2toyZAC4Vnw+n+574ZRzdNLvqkwmg3Q6jR/96EeaHK9cLuPxxx/H1atX8ad/+qemNWHJ5/OIx+OmHJuI6LxgcKahRS7HA4z5/mw2m6nzofRUqVTMXsLMjNgPqNeF9SQB00G5XA6SJKHRaMDn82E4HJ46EmB3dxfJZPLUpiChUAihUEjNiilBpNfrxWg0OpT1UW6KSJKETCaDtbU1FAqFqb6X0+Tz+UNrUSQSCTVoNJryPSu/e5T3nxKcKnMjDwbK0Wh06nM9ruFweOLQco/Hg7/7d/8ugsEgXnjhBWxvb6t/3nvvvYl/hqLRKL7whS/g0qVLAO69H7/2ta8ZloFX2O12PPTQQ/D7/YYel4jovGFwpqFFz5wFg0HdsyapVGphG6vo3SDCCHp/D36/X7e9PJNeFHu9XsRisUMNSiqVCvL5/Klf12q10O12kclkjn0v+3w+7O/vHxvsHJedlmUZoVAIbrdbDQb29/eRSqU0Gy8QDAZPbMSilJhms1ns7u7C6/XC6/VCCKFmZ+PxONbX12fOsEWjUXg8HrXstlwunzkH0OfzoVAoQJZlDIdDw0oO19bWkM/nUSqVDn3fn/3sZ9VZX0oQfvnyZaytreHdd98d+/ltNhuee+45PPfcc4dKj91uN774xS/iW9/6Fq5fv67dN3SGl156CU8++aRhxyMiOq8YnGlokfchGFWSt6idGk8rgZone3t7ug449nq9ugWAkUgE7XYbg8EANpsNNpvtyD5KZVxEt9tFtVo9ErCkUil0Op0zjzUcDlEqlRAMBuH1eg8NRI7H4xN1+ut2u+h2u4eCOSW7nM1msbm5OVZQZLPZIITAaDRCMpnEcDiEw+GA3W4f66aLcs47nc6R/VzFYlF9X9jtdiwtLalrH2esgCRJyGazU3UB3d/fPzJ2we/3G9KYZXV1FZFIBB6PB6VSCZlM5sTuhdlsFo888gh+8pOfnPqcsVgMn/zkJ/Hxj3/8UEnrQZIk4Qtf+AKee+45NJtNNBoN3Lx5Ez/+8Y9n/p6OY7fb1dJbIiLSF4MzDS1icKbshzFqr9SiZh8dDsdCBGfAvcDAbrfr8n7XsytdsVg8tI/K6XSiUCig2+3C5XKh2+1ia2vrxPe6z+dDtVqdaPBwvV5X39NKgw8tW7Cvr68jEAggEomc2OhEKcvc2dmBJEkYDAaHgkUt15LJZLC/v4/V1VV1SPVp3G43YrEYKpUKtra21KziLGKxGPb29gzLVFcqFVQqFVy4cAGf+9znTmwUI4TAr/7qr+Kzn/0sJEmCzWZTO7CORiM1AP/Rj36E4XCI999/H6VSCeVyGQ6HA263Gy6XC5///OcRCAQA/Dwzp/y/XsHZ5z73OQZnREQGYXCmIa0H5JotEAhgNBoZ2sRiEQNcYLE6eaZSKd1mPFUqFV07Qh583m63q7bUH0csFpvqZ6FWq+HChQu6dVdsNBpoNBonZrc7nY5hDSQOZqqEEGpzFCVoPBhMAMDm5uahLKzP54PP55tpiHer1TI8A3/hwgX8vb/39+B0Ok99nM1mO/T9H+TxeBAOh7G8vIyNjQ04HA588pOfxNraGr797W+jVCrhF3/xF9XA7H6pVAoOh0Pzf4fS6TQeeeQRTZ+TiIhOxuBMQ4sUnPn9/kODZ42wtLR0aqOFeRYIBExpqKCHccr6pqVkF09rp6+VRCIx0Z6taTokut1uBINBXdveA/dKJZW9abVaDUIILC0twW63m7bXcTQaYWVlBRcvXlQDxFqtdurPwf17+rLZLJrNJhwOB1qt1lgdY9vttu6t9A+SJGmswGwSSlkoADz00EMoFAp47733Th34rJTk3r17V7N1APf20Hk8Hk2fk4iITsbgTEPBYNCwCwI9hUIhXdqwn8bn8y1EN8OTLEonz2g0it3dXc33IMZiMfh8PvR6PWxvbxtS3upyuSZ6/GAwgCRJEwVpkUhE1xsOmUwGzWZTzYzZ7XYUCgVUq1VLNNZxuVwolUoTlYIC94JNpQGKEmRO0sU1EAgY8rvYbrfjxRdf1DQwO47P58NTTz115uOeeeYZ/OxnP9Mkc1goFPBLv/RLZzbAISIibTE401A6nV6I4Mzlcs1UVjSNaUvG5sUiZFVjsRjcbrem7/F8Po/19XXs7u6qF9/xeNyQMrxJL2BtNtvYgVksFoPNZjMkE3ywu+VgMLDUz1E6nZ64o+TBpiCpVEp9Dd1u99hZW73LGiVJwmOPPYYnn3wSyWRS12NN4sEHH8Sv//qv48///M+n/jkVQuAXfuEX8PLLL+sedBIR0VEMzjSUTqfx/vvvm72MmejZie80i7rXDIBhF+l68/v96l6zYrGISCQCv9+Pdrt9JJjKZDKQZRm7u7sYjUZwu91wOp1wOBwQQqDX66HVah3bnc+IQNZut08UNAghxsrsptNptFotOJ1OQ865MgfMClmy46ysrMDlck29j1AJDtLpNBqNBmKx2LEZNIfDAb/fj0qlgnQ6rUvDE0UsFsNLL72EK1eu6HaMWTz00EO4evUqrl+/jm9+85unPlZpSKJ0+3S5XPiH//AfIhaLGbFUIiI6BoMzDR3cJzCvzGpcsSidDI/j8/l0m91lpPvbtStd6pQZXKFQCC6XC3t7e0eChXH3PdntdkP25i0tLU3Utl3Zz3Vwz5MQAvl8Hjs7O3A4HPD5fGpAFg6H4fV60W63dc3irK2tQZKkE4MWK+h2u0gmk1MFZ8rA7dFohP39fXQ6HRQKBdTrdTXgbzab2NvbQ6VSgRBCs8BMCfhGoxGuXr0KWZaRz+dx5coVOBwOTY6hFyEELly4cObjPvWpT2F5eRl//dd/jWKxiN/+7d9mYEZEZDIGZxpKp9NmL2Emyj4iI5ox3G/SPSnzJBgMLkRwdv9MMIXSgEKLgchKZk3v7Nk0mdpyuYxLly6h2+2q89KUEsJ2u33oHBeLRbhcLrjdbjgcDgSDQYxGI/WPVmXDLpcLqVRK10zRWZxO55H3hsfjQTweB3DvfTNt4CjL8qEyzeFwiGKxCKfTCa/Xe6SEU4tAOBAI4KWXXsLHP/5xNauk54gHvUQiEbzwwgu4cePGse+3QCCAp59+Gg6HA4VCAcBidZUlIppX8/cvjoX5/X74/X7TuqNNKp/PYzQaQZIk9aIHuNeNTwhhaDvqRWmYcZxF+d5OG3Ss1XslFothbW1Nk+c6STKZnCqYsdvt2NzcRKvVQiqVOnNPj3LD4f7ATQlaZpVKpdBoNEzdY7a0tITd3V0kk0mUy2WEQiF4PB5sbGxMNVB6XEpZrNYuX76MV1555dBeq3kMzIB76/70pz+NF154AeVyGW+//TaeeOIJNBoNlMtlPProo2oGkEEZEZF1zOe/OhaWTqdx+/Zts5cxFlmWUS6Xj2StGo0Gcrmc7hfJCiGELhdaVrEo++lqtRqWlpbQaDR0uwFhxEXiJKWGNpsNmUwGW1tbh0pvTwtUjaB1t8xpdTodtcMm8PNSVyNoHTSlUin8+q//uuVLFidls9mQSqXwK7/yKwDu/Rt1+fJlk1dFREQnWYxb+haSSqXMXsLY1tbWTlyvstfDiG5dyWRyqhlSZCyXywW73Y5IJKLbMYzodtpsNsd6X0uShFQqhdXV1SNle/1+f6p2//l8fqa9Yel0GrlczhKBmdKkwyxer1eT53E4HPjMZz6D3/qt31q4wIyIiOYPgzONzdu+s9OComKxaEib6EVv12xkeaheCoUC9vf3sbq6qlt2K51OY39/X5fnPiiRSJy4f04RCoXgcDhO7IJYq9WQSCSmOv407wdlftnm5qZhGe2zDIdDDAYD0wYUj0YjhMPhmZ/n7//9v4/nnnsObrdbg1URERHNhmWNGrN6cHZ/s492u33qYF0j9kstStnfSRahE+XBhgJ6na9Jh0JPI5lMntl8JpVKoV6vn/m4aZrYrK+vT7wvNZfLYWdnxxLZsoPq9TrS6bRpe2zX1tYghEAul1N/xhwOh7qfcGlpCVeuXEEwGEQsFkO/38cf//EfIxqNolQq4dKlS3j66aeRzWZNWT8REdFxGJxpLBqNwuFwWHbosMfjUTtzlUol+P3+U1tcF4tF3ecGbW5uIhqNLsQA7+PM+2b7+9u069UgwYgg1ul0Hjvg2u12I5lMot/vnzmfTJIk5PP5qTJYSgOecQcqG7n3c1Ldblf9vWDWHjhZlo+8PoVCAZ1OBw6HA1euXDl0w+yf/tN/qn4dMP8/m0REtHgYnGlMkiS8+OKLKJVKqNVqqFaraDQaliltU+YD1Wo1eL1erK2tndncQO+yQ1mWF3qvRzgcxnA4nNt2+j6f71BwpvX+QIfDgWQyqesg5Xw+j16vB5fLBZvNBp/Ph9FoBK/XC6fTiVKpNHZwkUql1GHc06jX6/D7/WM9dprZYGYoFosoFApYW1szff/owfP44x//GC+//PKRxzAoIyIiq2JwpoOnnnrq0N+Hw6EaqFUqFVSrVfVPpVIxZJ+Nolqtwmazwe12jxUspNNpQzJaW1tbyGQyul6gm8Fut+Pu3bsQQiCVSqmle+122/BZctOIRCJHgpatrS0kk8mZZnWl02kIIdDpdNT3pF43MDweD0qlEobDoTqLTclsT/qzF41GNSn1PWvPmyIYDM7NaI7BYGCZm1CK999/H5/+9KcNKZklIiLSAoMzA9hsNkSjUUSj0WM/3+/31RbUStBWq9XUj2k9oDmZTJ5ZuqVwuVyGDbgtlUrIZDIQQmBnZ2fsC1grU+7Qy7J8ZEiz0+lEPB6H3W5Hq9U6ttzObH6//0hr9H6/j0ajgUKhgMFggE6nA4/HA5vNhtFopGYJDwY+oVAIoVAIg8EAvV7vyHtKz5LGSCSiWdCvZJtn4fP5xg4Ke70eAoGAqV0RxxGLxbC1tWW54KzRaOD999/HY489ZvZSiIiIxsLgzAKUsq6TOiMq2YW9vT01YKtUKmo2btKZS/V6HeFweKySqfX1dSwtLY0dzM1KuYgWQiCTycBms6HVamFvb89yF37jcLlcJ+4/7PV6h4IGJaPp8/ngdrshyzJ2dnbG2pukh9P2EbXb7bHKAJ1OJ/r9Pmq1Gmq12rGPcTgcumYRtdojp8W+qqWlJXS73bGDs3K5rA6btjKHw2H67LeTZDIZs5dAREQ0NmHkBe+1a9fk69evG3a880CWZTSbTTXrdjD7pgRw94vH4xNnafL5PFZXV7Va9sSU7KPH4zn1Qt9qgsHgzHvNwuEwgsGg4aWQRmVsxr1RMA2/349utztzgx6Px4PBYDDz88RiMVQqlSP7smw2GxwOx5FAXIv3jxGWlpZgt9tN/R1xknA4jHQ6jd/4jd8AcK/MvFQq4e7du7h79y6i0SieeeYZxGIxk1dKRETnhRDiHVmWrx37OQZni204HB4qk2w2m9jZ2VGzb+OWkzmdTjidTsvsf/F4PAgEAnC73RgOh+h2u9jd3bVcdi0SiRwpC5yF1+tFMBhUs0F7e3totVqaPb/CyO57enYD1fL7sNvt8Hq9cDgcsNvtCAQC6PV66ntO6cQohECz2Rx7r6bb7YbL5UKtVkMmk0Gz2VQDsmlupJjF5XLB4XBY5nfE/R599FHUajWsr68fGQchSRJ+53d+B0tLSyatjoiIzpPTgjOWNS44m82GWCx24l3hdruNarWK73znO/jwww9PfB6l051Vmna02+0jgaUQAtFo9NDmf5vNhmq1avgFo8fjQTAYPHbP1ixardaRYMzj8cDn86mBgRBCDRo8Hg96vd5EF/hGt0XXK6D2+XyaBn2DweBQFsvlcp36OoXDYfh8PnUv3u7uLux2+6FsZC6Xw97enpoJVn62YrGYek7nJTjr9XpIJBKWDc7efffdEz83Go2wtbXF4IyIiEzH4Oyc83g88Hg8+I3f+A288cYbp5YlNRoNNBoNJJNJtFoty12EybJ8bLbCZrOpzSuU4EUIoWYSp6Fk7lwul1paqpSkdbtdNXA0Yh/OcYGqQgkME4kEnE4n1tfXT30uM8pXbTab5s+5tLSESqWia1OZs1rGK+XFCiGEGoj6/X54PJ4Tm4vs7u5id3f3xH2os8pkMrDb7ahWq5qVTSozx7xeLxKJBIrFouUy2acJBoNmL4GIiIjBGd3jcDjwxS9+Ea+//vqZzT+2t7fhdrtNGzw7qeFweOw6laYjkiRhNBqhXq8fCdZ8Ph9isZhaBjUajdBoNLC/v39qSWgkEkG/37dM1kPZq5bNZrG1tXWorMvj8SCRSKDRaJiyZ0iL1vQKIQTy+bwh78tJ131w8LHL5Rpr/+CszUyULpnVahVutxvb29twOBzqjZZEIjHT8x+n1WphZWXF8r8fnE4nZFlGv99HJpNBLpcze0lEREQMzujn3G43Xn31Vbz22mtnzrDqdDooFouIxWKHBhTPE1mWj5RoRiIReDweyLKMVquFWq021Rw6n883c8t1PayvryMYDCIcDqPVaqmlf2ZeRGsVnEWjUQghDPteph22PEnw2O121ZsH41CCLSGEesNBKZms1+uIxWJoNptqaeXOzg5yuZz6XvV6vZrsYRRCoN1uI5FIoNvtQggBu91uid8Vdrsdzz//PJ5++mlIkoRqtYpwOKxLBpeIiGhSDM7oEK/Xi0996lP4/d///bEe7/P5LHHBpRWlUcqsrNz6vF6vq6VsVsnszcLpdCKdTmN1ddXyZXRCiImGd+/u7sLj8SAej5/ZaCSXy6HZbJ7a+fK4n9Vutwuv14t4PI5isYh4PA6fz4d+v4+NjY2xX9NYLIZsNot4PI5HH30Ufr9f3W8nhECtVsMbb7xhyFD7kwQCAbzyyisoFAqH1k1ERGQVDM7oiEnunO/s7Ew0VPe8qNVquHDhAtrtNhwOh/rx+7NEsiwfKnc7+P/KAOv7KY87eNF88LGyLB8afr25uTlzC3g9CSHg9/vRarUmykYp5Zg7OzumZP6myfglEomJgjPg3p7Cg+WmoVAI4XAYg8EAg8FAzaxNm6lVyiuV17BcLqtBezabPXOfYigUwmc+8xk88sgjx75nldfJ4/Gc+J7Wi9frRb/fxyOPPIILFy7g4Ycf1mzuHRERkR74rxQdMcmd7Xa7jeXlZQZnx9ja2oLD4cDW1pap63A4HCgUCtjY2LBskKbs9fN4PPD7/ej1euh2u3A4HGqLdiEE+v0+er0ehsMhms2mqeWY0zQbcbvdMx/XyDl/Z/1c/8qv/Aoee+yxM4Ouzc1NvPnmm7r/nvB4PMjlcnjqqacQjUYRCoUAwPCgkIiIaFoMzuiISTMC8zAk1wztdhuhUMj016ff76NYLCKZTKJcLp+YnVI6OgI/76A4HA7R6XTg9XoxGAzQ7XbR6XQQj8fVpiLHNVI5yOfzIRQKYW9v79CQZZ/Ph3A4fOj9dn/nyU6nY8kS0VgspttsNiupVquIxWLHdkLNZDJ49NFHxwp8bDYbnn/+eXz3u99Fr9eDJEm4evUqAoEArl27hnfffRff+973plpjJBJBMplELBbDE088gXA4PNXzEBERWQGDMzpi0vbdo9EITqdT17bl8+rgzDWzbW9vIxgMIhKJoNVqqUGX0jnwtO6B9+9Vuj9jZbPZ4PV6IYTAYDCAzWbDYDBAu93G/v6+mjFRZrINBgNUq1Xs7+8jk8lo/83qbNq9ltM2ETHT7u6uOkNPKaX1eDx46aWXxi4RTCQSSCQS6p67J5988tDvmWeffRbAvWxzs9mELMtq19j7y31dLheSySSuXr2Kq1evIhgMspkHEREtDAZndEQwGITL5UK32x3r8bVaDUtLS2e24D+PrJb1OdgMBNBufcPhcKznOm4mm9mZxWlM29Hw4AiDeRKJRPBrv/ZralB/9erVQ3spx/Xkk08e+3GXy4UXX3zx0Me+//3vIxqNIh6Po9PpwOfzqYO5lTJXIiKiRcPgjI64cOECPv/5z+MP//APx3q8x+PRdFbVIuEF5Om8Xq/lhpmPY9qOnlq0qTfDY489hmw2a+gxn3vuOUOPR0REZAW8oqZjPfLII2O3mPZ6vWd2dDuvfD6f2UuwtHncHxSJRDAcDif+OkmS5jJLCNzLphMREZH+GJzRsWw2G/x+/1iP3d3dRaFQQDabRT6f13lltEjmsa35tAF3NBrVeCXGiMViuHz5stnLICIiOhcYnNGJLl26NPZji8Uis2f3OdjIgBaD2+2e+n0+r00rHn30UU1GABAREdHZGJzRiS5cuDDxXrJ5bXigtWw2i1QqdWh4MM2/aDQ6VcBdKBRMn3c3LaP3mhEREZ1nDM7oRIVCQW1xPa55LFPTUjAYRDwex/r6+rl/LcYxb63lp8l+ud1uU4dlz0IIgaWlJbOXQUREdG4wOKNTHRwaPI5+v6/TSqxPae9dLpcBAGtra0gkEiavytrmKTiLRCIolUoTfY0QYuK5gVbhdDrx/PPPs6SRiIjIQLy1T6eKx+MA7g2mFkJAkiQ1e6C0iVf2VjUajbntRqeFdDp9pIzR6XSatJr5YLU5cCex2+2QZXmiLo3xeBx7e3tzmTVzu9149dVXWdJIRERkMAZndCqHw4F8Po9yuXxkePBxEonE3M5ymsVxgRkArK+vI5vNslnKCeZlj2Imk5k4yJJlea4ygwqv14vf/M3fRDqdNnspRERE5w7LGulUGxsbWF1dPTMwE0JgeXkZu7u7Bq3MWk4r/yyVSsjlcgauZj44HI65KINNJBITN3bJ5/Nz+bPg9/vxW7/1WwzMiIiITMLgjE41btlZMpnEysqKmikIBAIoFArnopmA1+tFtVo98fOyLGNtbQ35fF4tBaV72cZ5yJw5HI6JOjQGg8G57NIZDofxD/7BP+A+SSIiIhOxrJFOJMsyYrHYWI/tdDpIJpPweDyo1+uoVCpqYLe8vIxisbiQM7+i0SjsdvtYpZyrq6soFApzuQdJD5OOaTDLaYH3cSRJQigUQq1WQzgcnvjrjRIKhRCNRhGLxZBIJPDQQw8hEAiYvSwiIqJzjcEZHavb7eI73/kOfvjDH471+FqtduLnVlZWEA6H1YzCvAdpNpsNmUwG/X4fm5ubE33tzs4OnE4ner2eTqubH/PwPggEAhM3LVGCMafTiWq1ilwuh7W1NT2WN7ZsNovLly8jHo8jFoshFovB4XCYuiYiIiI6isEZHesrX/kK7t69q9nzVatVVKtVBAIBRCIRtNttlMvlubhAv182m506+9Vut5HP5+ey7E1r89AsIxKJTN1RUgnAS6USJEky7fv94he/iMuXL5tybCIiIpoMgzM61qTznMbVaDTUi11JkhAOh+HxeCCEmJuOhrPuG1tdXUU6nZ4467Zo5iF7OOmcv+N4PB7s7+9rsJrJud1uPPDAA6Ycm4iIiCbH4IyOlc1mcefOHV2PMRqNUKlUUKlUAODE/Vh2ux2SJGE4HMJms8Htdqttym02m/r5Xq8305y1QCCAYDCoznEDfj7DTZZl9Pt99Pv9Q5+fVrvdnptuhXqx6l4sRSAQwPb29szPY2YTmAcffHBu9vYRERERgzM6wbVr1zQPzjwej/r/StATj8fVi9der4cLFy6ogddgMEC328Xe3p76dcPh8NSMSyAQQCAQOBRAKcGVLMuQJEkNiJSh2qPRCPV6/VBWb9zvY1q1Wu1czz+z2WyWz5yFQiFNhmSbHZwRERHR/GBwRsc67W67y+VCNBpVW4wPh0OMRiN1/9jB//Z6PfR6PQyHw2NnpWm992rcAGsWWmW71tfXUSgUFqJJyqTsdjuGw6HZyzhROp3WrImHy+XS/T15EgZnRERE84XBGR3rwQcfRDQaPZS1SiaTcDqdKJVK2NjYMHF15iqXy7DZbJoEF8ViEblcDuvr6+cqQLP6vDct56/Z7eb8ms1kMvD5fKYcm4iIiKbD4IyO6Pf7+PrXvw673Y54PI7RaIRWq6XJ/ptFMBwOkUwmNXs91tbWEI/H4fP5MBgMzm2po1VoeW4BaLJHcRof+9jHTDkuERERTY/BGR0iyzK+8Y1v4Kc//anZS7E0rZsslMtllMtlADgXmTSzApZxaD3/y6xOjWyfT0RENH/YxotUsizjm9/8Jt59912zl2J5egYXa2trSCaTCz0k2KxSv7O43W5sbW1p+pzVahVut1vT5zyLz+fD0tKSocckIiKi2TE4IwD3ArM//dM/xfXrxs17BwAAHB1JREFU181eiuUFg0FN5l+dZmtrS50Bt4isGpwlk0lN95spEomE5s95msuXL1t+Xx8REREdZc0rJDLcX/zFX+AHP/iB2cuwtEgkAo/Hg42NDUNKDnd2duD3+xey5f5oNEIul1PLQweDAXZ2dkyf+6ZXB0mjS1Q5eJqIiGg+MTgjfP/738f3vvc9s5dheXa7HaVSydBjNptNNJtNJJNJDIdD7O7uGnp8vdjt9mNb1ScSCbUEcDAYwOFwoN1uY2dnx5B16dXyfmdnR53tpzchBFvoExERzSkGZ+fcD37wA3znO98xexmWt7y8jJWVFdOOr3QPzOfz2NzcND3DNKuT9uydFIQFg0FEIhH0ej3U63W0Wi3NA52lpSXdRkT0ej3YbDZdSibvl8vlDN/jRkRERNpgcHaO/ehHP8Kf/MmfmL0MS3M6nYjFYqYGZgetrq4iFArp0rjCSJPuOavX66jX64c+puypikaj8Hq9kCQJg8EArVYL1Wp1ouBNkqQjz68lt9t97BB2PbCkkYiIaH4xODun3nvvPfyn//SfzF6G5cXjcWxubpq9jENqtRpqtRqWlpbQarVQq9XMXtLEtGhWoQRfu7u7R8o9JUlCMpmE2+2GLMuHSgqVuX1KsNRut7G0tKTrvj4jgzO20CciIppfDM7Ooffffx9f//rXzV7GXCiVSvD7/YhGo9ja2kK32zV7SaqNjQ1IkoRCoYC9vT00m02zlzQ2vTsJjkajsTOLNpsN3W4XhULB0P1teggEAmyhT0RENMcYnJ0zt27dwh/8wR8s9IBjrTWbTfj9fkP2C01qNBqhWCwCAAqFguUCyHkwHA7VAeDAvSxXJBI5cc7ccDhUM5aj0WisYxj13nnggQfYQp+IiGiOMTg7R+7cuYOvfOUrY19Q0j1mNwMZV7FYRCwWQ7/f5zmeQafTGbsxSCgUgs/ng91ux2g0Um96DAYDNBoNtFot9TmNwJJGIiKi+cbg7JwoFot46623dJvjtMi63S4SicRclLvt7u4im81ic3PT0ud6UbI7yv6/k7hcLoRCIQyHQwSDQfT7fdhsNoxGI3Q6HdRqNfR6PU3WIkkSLl26pMlzERERkTkYnJ0DpVIJX/rSl+a+/bpZ7HY7KpUKCoUCNjc3NbuY1sv6+jrS6TR2dnYsG6Cdl7LabreL7e1tCCHQbrfVTNpBwWAQ4XAY5XL52M+P69FHH2ULfSIiojknmb0A0tfW1hbefPNNywcUVra2toZ0Oo1isQiv14t8Po9sNmv2sk61ubmJTCZj9jJOdF6CM4XSWfM49XodxWIR7XYbqVQK+XwePp9v4mPs7e2du9eViIho0TBztsD29vbw5ptvGtbCe5GVy2U4HA5Uq1VUq1UA9xpwKM04rCYQCGB1ddXsZdBHxpnrJsvyoQ6THo8HkUhE3c+mZN5O+nmeh7JbIiIiOh2DswVVr9fxxhtvzFV7dSvb399X9wwpisUi8vk8SqWS5coHG40GHA6HZUtZz1uGZ5rvt91uHxuIOZ1OBAIBeDweSJKEfr+vZsZXVlZw4cKFWZdLREREJmFwtoDq9Tpee+01NcNDs0kmk5Bl+djMxOrqKiKRCIQQ2NvbM2F1J0smk6jX62g0GmYv5QirBbN60zIY7fV6R4ZuK9566y28+OKLuHbtGiSJVetERETzhsHZgmk0GnjttdcsFyjMo3Q6jV6vh+3t7VMfV6lUANwrcyyVSpaZh7a+vg4hBPL5PCqViqWyqOctODMqg9ntdvGtb30LP/nJT/DpT38aFy9eNOS4REREpA0GZwtkf38fr7/+OgMzDWQyGWxsbEyU8SgWiwgGgwgGg9jY2EAqlYLdbsfe3p5pgZEsy1hdXYUQAoVCAbu7u9jf3zdlLWSc7e1tRKNRs5dBREREE2JwtiDa7TbeeOMNlMtls5eyEKrV6lSlaPV6HfV6HcC9EQbAvYya2VkrWZZRLBYhSRIKhYKpASOAc1dyN05DEC3l83kEg0FDj0lERESzO19XSAuq2+3iS1/60qFObzS9dDo907yp+1mp+cVoNEKxWMT+/j4KhYJpc7HOW3Bms9kMPd7t27fx+7//+4Yek4iIiGZ3vq6QFlCv18OXv/xlrK+vm72UhSGE0PT5rNiQQ8mkDQYDFAoFeL1eQ49vdLBiNjPmDF65csXwYxIREdFsGJzNscFggK985SuWnbU1jwKBgOYZyGq1iqWlJU2fUyuDwUAdgFwoFOB0Og057nlrCGJ059RQKIRHH33U0GMSERHR7BiczanhcIivfvWruHPnjtlLWRg2mw1utxuj0Ujz5y6Xy5Zu0KBk0ux2O7LZrO7HO2+D0fV4T51GGe9ARERE84UNQebQaDTCH/zBH+DWrVtmL2WhpFIptYmH1vr9PmRZhhDCUnvQ7tdqtdBqtZDJZNBut9UxAVqzYqmnnozOFBYKBUOPR0RERNpg5mzOyLKMP/qjP8JPf/pTs5eyUJQZZXqqVCrI5/O6HkMrpVIJlUoFqVQKyWRS0+dOJBKWmQVnlPNWxklERETTYeZsjsiyjD/+4z/Gu+++a/ZSFko8Hsfq6qohx5q3GXTK/rtEIgGXy4WNjY2ZAw2Px6PF0uaK3+83dHTBeXyNiYiIFgEzZ3NClmV8+9vfxjvvvGP2UhZKJBJBq9UyrNSw2Wwil8sZciwt7ezsYG1tDXa7HcvLyzN1WzyPWSQju2EGg0E88cQThh2PiIiItMPgbE785V/+Jf7mb/7G7GUslFQqhf39fU1nmo3D7IHUs+h2u1hZWVGDtGkGHZ/H4MzIuW5ut/vcjSogIiJaFCxrnAN//dd/jb/8y780exkLpVAoYHV11ZTmHNVqFclkEtvb24YfWytKkAbcyz4GAgF0Oh3s7u6eGXx1u10jlmgpRnZONHpmHREREWmHwZnFvfPOO/izP/szs5cx91wuF4bDIQKBAFwul+mz4drttuH7kPRSqVQOdXUMh8MIBAIA7gVilUoF/X5f/fx5a6MPGBucsVMjERHR/GJwZmHvvfcevvGNb5i9jLkXDAbhcDhQq9Wwv7+vW3v4STQaDaRSqYUIzu5XrVaPDF0OBoNwOp0YDAbwer26d8Y8r3w+H/ebERERzTHuObOoDz74AH/4h39o9jIWQjgcxu7uLgaDAXq9ntnLUW1tbZ2bLEe9Xke5XEa1WoXdfv7uCRm1B+zzn/88/H6/IcciIiIi7TE4s6A7d+7gq1/9KkajkdlLWQhWHvpspWDRKOdtADVgzHswEAjgYx/7mO7HISIiIv0wOLOYYrGIt95661x2tNODzWazdOON8zaMOZlMWqKs1GgH99zpRSnfJSIiovnF4MxCNjY28OUvf9mQC7nzIpvNWro74HkLwl0ul9lLMIURQfizzz6r+zGIiIhIXwzOLGJnZwdvvvmmpQOJeWT1LM3+/j6cTqfZyzCE1bOY8+yZZ57BQw89ZPYyiIiIaEYMzixgd3cXr7/+uuHDkBddLpez/P6mXq+HUCgEn89n9lJ0l8lkzu3NB733nOVyOV2fn4iIiIzB4Mxk1WoVr7/++kK2VDfbvAS7Ozs7GAwGiMfjZi9FV+dxvplCz+/96aefxpUrV3R7fiIiIjLOmcGZEMIthHhbCPG3Qoj/IoT4Pz76+EUhxA+EELeEEF8RQpyP2iwNNRoNvP7666jX62YvZeGk02ns7e2ZvYyxdbtd9Pt9SNJi3i+JxWIol8tmL8M0ytBxrUUiETzzzDML+74hIiI6b8b5F70L4EVZlj8J4BcAvCyEeArAvwbwb2RZvgygAuC/12+Zi6fVauGNN96w/J6oeTWPjTZqtdrClqedh7LNs+gx66xSqeDf/tt/i3fffdfSIyOIiIhoPGcGZ/I9Ss2d46M/MoAXAXzto4+/BuBXdVnhAup0OnjzzTexs7Nj9lIWUjqdntvXdnNzE6FQyOxlaI4z+/QrbWy32/j617+Ot956i1l4IiKiOTdWLYwQwiaE+DGAbQB/BuBDAFVZlpX+0GsAsvoscbEMh0N89atfxcbGhtlLWUiSJM313qZer6dL+ZvZzuOw7YOcTqfur8EHH3yA3/3d38U777zDLBoREdGcGis4k2V5KMvyLwDIAXgSwHE9m4+9GhBC/CMhxHUhxPV5zWZoRZZl/Mmf/Anu3r1r9lIWVi6XQ61WM3sZM1lfX0c4HDZ7GZqa93Myq0gkYshxer0evvGNb+A//sf/eK73+BEREc2riXaRy7JcBfCfATwFICyEsH/0qRyA0glf83uyLF+TZflaIpGYZa1z7/vf/z6uX79u9jIWViwWw9ramtnL0MQilTYGg8Fz20JfYfQsu2KxiN/7vd+z/CgJIiIiOmycbo0JIUT4o//3APgsgJ8C+AsAr3z0sP8OwB/ptchF8Pbbb+O73/2u2ctYaHa7fWH2Nu3s7EAIYfYyNBEMBs1egumMPpcejwevvvoqAoGAocclIiKi2YyTOVsC8BdCiHcB/BDAn8my/A0A/wLA/yyEuA0gBuA/6LfM+fa3f/u3+Na3vmX2MhaaEALb29tmL0MzrVYLmUzG7GVogm3ejQ/OXnzxRRQKBUOPSURERLOzn/UAWZbfBfDYMR+/g3v7z+gUN27cwB/9EZOKevN6vdjf3zd7GZpalMzZvAwD15ORDTqeeeYZPP7444Ydj4iIiLRzZnBG07tz5w6+9rWvsXOaARwOh9lL0Fy1WjV7CTMTQszVMPB55nK58Gu/9mu4cuWK2UshIiKiKbHeSCfr6+t466235nIY8jxaxOCs2WzO/fDmaDS6MPsArUySJLzyyisMzIiIiOYcgzOdbGxsYGlpaWFK06zOZrOZvQRdeDwes5cwk0UMmqcxGAzOftCUfD4f/s7f+Tt48MEHdTsGERERGYNljTq5du0arl27hna7jdu3b+ODDz7Ahx9+ONcDkq2MpaPWxODsHi0HUEuShGw2i4997GP42Mc+hkQiwZtAREREC4LBmc48Hg8+8YlP4BOf+ARkWUaz2USxWMStW7dw+/bthWtiYZZFDc4W9fs6b2Ypb5YkCel0GhcuXMDFixdRKBQMn5tGRERExmBwZiAhBAKBAD7+8Y/j4x//OGRZxtbWFm7duoVbt25hbW2NF+N0iJ7lcEZgpng6iUQCly5dwgMPPIDl5WUGY0REROcEgzMTCSGQTqeRTqfx/PPPo9Vq4cMPP8QHH3yA27dvo9PpmL3EubGoZV3z3lCmXq+bvQRLsNtP/1Vrs9nwwAMP4OrVq3jwwQc5PJqIiOicYnBmIV6vVy2BHI1GWFtbU7NqW1tbZi/P0hZ10PE8Z0ySyeRCDQafhcvlOvKxRCKBXC6HS5cu4fLly8c+hoiIiM4XBmcWJUkSCoUCCoUCPvOZz6Ber6uB2p07d9Dv981eoqUsauZsnhtquN1us5dgGZIkIRKJ4OLFi+reMb/fb/ayiIiIyGIYnM2JYDCIxx9/HI8//jgGgwFWVlZw69YtfPjhhyiXy2Yvj3QyzzPCzntJYzAYPBSMhUIhs5dEREREFsfgbA7Z7XY88MADeOCBBwAAtVoNt2/fxq1bt3D37l1N23bPi0Uta2w2m2YvYSp2ux3VatXsZRjK6/XiwoULuHDhAi5duoRoNLqwGV0iIiLSB4OzBRAKhdSs2nA4RLFYVIO1nZ0ds5dniEW8CPZ6vWi1WmYvYyqhUAi7u7tmL0NXTqdTDcYuXryIVCq1kO9DIiIiMg6DswVjs9lw8eJFXLx4ES+99BL29vbwwQcf4ObNm1hZWVnYVv2LeFFss9nMXsLU5nntJ7HZbMjn87h06RIuXryITCazsBlbIiIiMgeDswUXjUbx1FNP4amnnkK73cbt27fxwQcf4NatW+h2u2YvTzOLGHQ2Gg1ks1msr6+bvZSJLULQIoRAJpNRb3bk8/m5btBCRERE1sfg7BzxeDxqq/7hcIif/exnalatVquZvbyZzPuw5pM0m00kEom5K0+d1+AskUiowdiFCxfYcZKIiIgMxeDsnFKG3j7wwAN4+eWXsb29jZs3b+LmzZsolUpmL29i+/v7Zi9BF7VaDalUyuxlTOysoctWEQqF1DJFtrcnIiIis83HFRTpSgiBVCqFVCqFF154AY1GQ82o3blzB8Ph0OwlnqnT6Zi9BN10u10IIeamdNNms2FnZwcejwePPPIIarUaarUaGo2G6Q1OfD6f2sDj4sWLiEQiC7lfkYiIiOYTgzM6IhAIqN0fe70ebt++jZs3b+KDDz6wbBC0yOMDqtUqgsEghBCWLz/NZrPI5/MIhULIZDIoFAqHPj8cDtFoNFCv11Gv19FoNNS/12o11Ot1NJtNzea7ORwOLC8v49KlS7h06RKSySSDMSIiIrIsBmd0KqfTiYcffhgPP/yw2qb/xo0buHHjhqWGDAcCATQaDbOXoZt6vY5AIGD2Mg4Jh8MIhULwer24cuUKfD4fcrncqfu0bDYbwuEwwuHwiY+RZRnNZvNI4Hbw741G49iAXJIk5HI5XLx4EZcuXUI2m13IzpFERES0mBic0dgOtul/+eWXsbW1pe5T29jYMHVt4XB4oYMzwPyOlJIkweVyIZlM4hOf+AR+8Rd/UZcslBACgUDgzGC02+0eCt58Ph+Wl5fhcrk0XxMRERGRERic0VSEEEin00in0/jUpz6Fer2Omzdv4r333sPq6qqha7Hb7Qs1FuA4Qgg0m03Dj/vpT38aTzzxBIbDIdxuN4QQlslEuVwuuFwuxONxs5dCREREpAkGZ6SJYDCIJ554Ak888QQ2NjZw/fp1/PSnP0W73db1uIlEAr1eD9vb27oe5zx6+OGH8fjjj8Pj8Zi9FCIiIqJzQRhZKnXt2jX5+vXrhh2PzDUajbC+vo5bt27h1q1b2Nzc1PT5c7kc1tbWNH1OrUmSBL/fD6/XC5/Pp/7X7/fD5/Op/+/3++HxeNSmH+VyWf2zu7urdjzUk9/vx+c//3n0+3088MAD8Hq9czuvjIiIiMiqhBDvyLJ87djPMTgjoyiljzdu3MDPfvazmTryeb1ew9uyu91uBIPBY//Isoy3334bm5ubaDQaePjhh+H3+3H16lVcvHhRk+Pv7+9jZ2fnUNBWLpdRrVY1ef7PfvazePbZZzV5LiIiIiI6HoMzspx2u41bt27hxo0buH37Nvr9/kRfH4lEUKlUNFuPx+NBMBhEKBRSA65AIHDo7w6HY6zn6vf7Yz9WC/1+Xw3UlKBNCeLGnVGXz+fx27/922wzT0RERKQzBmdkaYPBAHfv3sWNGzdw8+ZN7O/vn/k1yWRy7H1mHo9HDbLuD7iUgMxuX7ztl7IsqyWS29vbKJVK2NjYwN7e3rGPv3TpEl599VUGaEREREQ6Oi04W7wrUpo7drsdly9fxuXLl/HLv/zLWFtbU8sfd3d3j/0aZS+U1+s9kvG6/88iBl7jEEKoM8UefPBB9ePtdhs//OEP8Vd/9VeHMmv3D4wmIiIiImMxc0aWVi6XcePGDVQqFTUAO/jf8xp4aWFnZwc/+tGP0Gq18PLLL7MrIxEREZEBWNZIRERERERkAacFZ+yTTUREREREZAEMzoiIiIiIiCyAwRkREREREZEFMDgjIiIiIiKyAAZnREREREREFsDgjIiIiIiIyAIYnBEREREREVkAgzMiIiIiIiILYHBGRERERERkAQzOiIiIiIiILIDBGRERERERkQUwOCMiIiIiIrIABmdEREREREQWwOCMiIiIiIjIAhicERERERERWQCDMyIiIiIiIgtgcEZERERERGQBDM6IiIiIiIgsgMEZERERERGRBTA4IyIiIiIisgAGZ0RERERERBbA4IyIiIiIiMgCGJwRERERERFZgJBl2biDCbEDYGXCL4sDKOuwHNIWz5P18RzNB54n6+M5mg88T9bHczQfeJ60tyzLcuK4TxganE1DCHFdluVrZq+DTsfzZH08R/OB58n6eI7mA8+T9fEczQeeJ2OxrJGIiIiIiMgCGJwRERERERFZwDwEZ79n9gJoLDxP1sdzNB94nqyP52g+8DxZH8/RfOB5MpDl95wRERERERGdB/OQOSMiIiIiIlp4lgrOhBBhIcTXhBA3hBA/FUI8LYSICiH+TAhx66P/Rsxe53l3wnn6vz/6+7tCiK8LIcJmr/O8O+48Hfjc/yKEkIUQcTPXeN6ddI6EEP9ECHFTCPFfhBD/l9nrPO9O+J33C0KIvxFC/FgIcV0I8aTZ6zyvhBBXPjoPyp+6EOKf8frBWk45T7x+sIiTztGBz/PawQCWKmsUQrwG4HuyLP97IYQTgBfA/wZgT5blfyWE+F8BRGRZ/hemLvScO+E8PQngu7IsD4QQ/xoAeJ7Mddx5kmW5KoTIA/j3AK4CeFyWZc4uMckJP0uPAfjfAXxBluWuECIpy/K2qQs95044T18F8G9kWf6WEOK/AfDPZVn+JTPXSYAQwgZgHcB/BeB/BK8fLOm+83QFvH6wnIPnSJblFV47GMcymTMhRBDACwD+AwDIstyTZbkK4L8F8NpHD3sNwK+as0ICTj5Psix/W5blwUcP+xsAObPWSKf+PAHAvwHwzwFY587MOXTKOfofAPwrWZa7H32cgZmJTjlPMoDgRw8LASiZs0K6z2cAfCjL8gp4/WBl6nni9YNlHfxZAnjtYBjLBGcA/v927ifEqjKM4/j3gcEgVxFYLZTRwBZtVAraiDBtEmR2guFiqJW1SjBKhHBfm1ZtRFcizIhUG3eCO//QyBC0KWJwpj8SKS0UCelxcV7GO3Lf2XXfF+73szn3nHMXD/w49zwP9z1nD/AXcCEi7kTEuYjYDrySmX8AlO2OlkWqmtOoD4Grky9NI8bmFBHzwG+ZudK4PtWvpb3AwYi4GRHXI+LttmVOvVpOnwBfRsQa8BVwumWR2nAMuFQ+2z/0azSnUfYP/djIyN5hsnoazmaAA8A3mbkfeAh83rYkjbFlThFxBngCXGxTnopxOZ1lWC73RcO69EztWpoBXgLeAT4FFiMimlWpWk4fASczcydwkvLPmtopS07ngaXWtaiulpP9Qz9GM4qIF7F3mKiehrN1YD0zb5b9yww3xHsR8RpA2brEp61aTkTEAnAEOJ49Pcw4nWo57QZWImKVYenIckS82qbEqVfLaB24koNbwH+AD1+3U8tpAbhSji0xPHertg4Dy5l5r+zbP/Tp+ZzsH/ozmtHr2DtMVDfDWWb+CaxFxBvl0LvAT8D3DDdByva7BuWpqOUUEe8BnwHzmfmoWYECqjktZ+aOzJzNzFmGpvNA+a4mbIvfvG+BOYCI2AtsA3zwupEtcvodOFSOzQE/NyhPm73P5qVy9g992pST/UOXNjLKzB/tHSart7c17mN4E8w24FfgA4YBchHYBdwFjmbm/WZFqpbTbeAF4O/ytRuZeaJNhYLxOWXmg5Hzq8BbvnGpncq19BA4D+wD/gVOZea1ZkWqltObwNcMyx4fAx9n5g/NipxyZenVGrAnM/8px17G/qErlZx+wf6hG+Myeu78KvYO/6uuhjNJkiRJmlbdLGuUJEmSpGnmcCZJkiRJHXA4kyRJkqQOOJxJkiRJUgccziRJkiSpAw5nkiRJktQBhzNJkiRJ6oDDmSRJkiR14Ckylz6+ZnwSCgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "from shapely.geometry import Point\n",
    "\n",
    "country = gpd.GeoDataFrame.from_file(\"./WikileaksAfghanData/afghanistan_district398.shp\")\n",
    "\n",
    "country.plot(figsize=(15, 15), color='grey')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_points_on_shapefile(year, ax):\n",
    "    # create a DataFrame with some cities, including their location\n",
    "    places = afghanData[['TrackingNumber','Latitude','Longitude', 'year']][afghanData.year == year]\n",
    "    \n",
    "    # create the geoetry column from the coordinates\n",
    "    # Remember that longitude is east-west (i.e. X) and latitude is north-south (i.e. Y)\n",
    "    places['geometry'] = places.apply(lambda row: Point(row['Longitude'], row['Latitude']), axis=1)  # 新增一个变量‘geometry’\n",
    "    del(places['Longitude'], places['Latitude'], places['year'])  # del 删除places 不需要的列\n",
    "    \n",
    "    # convert to a GeoDataFrame\n",
    "    places = gpd.GeoDataFrame(places, geometry='geometry')\n",
    "    \n",
    "    # Declare the coordinate system for the places GeoDataFrame\n",
    "    # GeoPandas doesn't do any transformations automatically when performing the spatial join. \n",
    "    # The layers are already in the same CRS (WGS84) transformation is needed.\n",
    "    places.crs = {\"init\": \"epsg:4326\"}  # 将country 和 places 使用同一参考系，默认参考系为 WGS84\n",
    "    country.crs = {\"init\": \"epsg:4326\"}  # 使用crs 命令为 country 和 places 指定采用 epsg:4236 的投影方式\n",
    "    \n",
    "    # Perform the spatial join\n",
    "    #result = gpd.tools.sjoin(places, country, how=\"left\")\n",
    "    country.plot(ax=ax, color=\"#cccccc\")\n",
    "    places.plot(ax=ax, markersize=5, color=\"#cc0000\")  # 将两个数据画在一起\n",
    "    plt.axis('off')   # 去掉坐标轴\n",
    "    plt.title(str(year))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 8),facecolor='white')\n",
    "year = [2004+i for i in range(6)]\n",
    "for k, i in enumerate(year):\n",
    "    ax = fig.add_subplot(2,3,k+1)\n",
    "    plot_points_on_shapefile(i, ax)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 基于网页的地理空间可视化 `folium`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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onload=\"this.contentDocument.open();this.contentDocument.write(    decodeURIComponent(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1c15f260da0>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import folium\n",
    "from folium import plugins\n",
    "from IPython.display import IFrame\n",
    "from IPython.core.display import HTML\n",
    "\n",
    "for i in afghanData.index:\n",
    "    if np.isnan(afghanData.Latitude[i]):\n",
    "        afghanData.Latitude[i] = afghanData.Latitude.mean()\n",
    "    if np.isnan(afghanData.Longitude[i]):\n",
    "        afghanData.Longitude[i] = afghanData.Longitude.mean()\n",
    "        \n",
    "nodes = [(afghanData.Latitude[i], afghanData.Longitude[i]) for i in afghanData.index]\n",
    "\n",
    "\n",
    "\n",
    "map_osm = folium.Map(location=[afghanData.Latitude.mean(), afghanData.Longitude.mean() ], tiles = 'cartodbpositron',\n",
    "                     zoom_start=5.4) # tiles = 'cartodbpositron' 底图风格     # zoom_start=5.4  初始状态缩放比例5:4\n",
    "\n",
    "\n",
    "map_osm.add_child(plugins.HeatMap(nodes))\n",
    "map_osm.fit_bounds(map_osm.get_bounds())\n",
    "map_osm.save('HeatMap.html')\n",
    "map_osm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "def year_map(year):\n",
    "    map_osm = folium.Map(location=[afghanData.Latitude.mean(), afghanData.Longitude.mean() ], tiles = 'cartodbpositron',\n",
    "                         zoom_start=5.4)\n",
    "\n",
    "\n",
    "    locations = [(afghanData.Latitude[i], afghanData.Longitude[i]) for i in afghanData[afghanData.year == year].index]\n",
    "\n",
    "\n",
    "\n",
    "    for coord in locations:\n",
    "        folium.CircleMarker( location=[ coord[0], coord[1] ] , \n",
    "                            radius=1,\n",
    "                            color = 'red',\n",
    "                            fill_color='red',\n",
    "                            weight=.5).add_to( map_osm )\n",
    "\n",
    "    #Set the zoom to the maximum possible\n",
    "    map_osm.fit_bounds(map_osm.get_bounds())\n",
    "    return map_osm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "for year in afghanData.year.unique():\n",
    "    map_osm = year_map(year)\n",
    "    map_osm.save('./Wikileaks_Afghanistan_Year_' + str(year)+ '.html')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" 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      "text/plain": [
       "<folium.folium.Map at 0x1c1610b0048>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
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   ],
   "source": [
    "map2004 = year_map(2004)\n",
    "map2004"
   ]
  },
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   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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